Paper Digest: Recent Papers on Deep Fake

March 8, 2021June 29, 2022 admin

Paper Digest Team extracted all recent Deep Fake related papers on our radar, and generated highlight sentences for them. The results are then sorted by relevance & date. In addition to this ‘static’ page, we also provide a real-time version of this article, which has more coverage and is updated in real time to include the most recent updates on this topic. Based in New York, Paper Digest is dedicated to producing high-quality text analysis results that people can acturally use on a daily basis. Since 2018, we have been serving users across the world with a number of exclusive services on ranking, search, tracking and automatic literature review.

If you do not want to miss interesting academic papers, you are welcome to sign up our free daily paper digest service to get updates on new papers published in your area every day. You are also welcome to follow us on Twitter and Linkedin to get updated with new conference digests.

Paper Digest Team
New York City, New York, 10017
team@paperdigest.org

TABLE 1: Paper Digest: Recent Papers on Deep Fake

	Paper	Author(s)	Source	Date
1	Cross-Forgery Analysis of Vision Transformers and CNNs for Deepfake Image Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Moreover, continuously retraining a network would be unfeasible. In this paper, we ask ourselves if, among the various deep learning techniques, there is one that is able to generalise the concept of deepfake to such an extent that it does not remain tied to one or more specific deepfake generation methods used in the training set.	Davide Alessandro Coccomini; Roberto Caldelli; Fabrizio Falchi; Claudio Gennaro; Giuseppe Amato;	arxiv-cs.CV	2022-06-28
2	Protecting President Zelenskyy Against Deep Fakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This campaign includes at least one example of a deep-fake video purportedly showing Ukrainian President Zelenskyy admitting defeat and surrendering. In anticipation of future attacks of this form, we describe a facial and gestural behavioral model that captures distinctive characteristics of Zelenskyy’s speaking style.	Matyáš Boháček; Hany Farid;	arxiv-cs.CV	2022-06-23
3	Practical Deepfake Detection: Vulnerabilities in Global Contexts Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We simulate data corruption techniques and examine the performance of a state-of-the-art deepfake detection algorithm on corrupted variants of the FaceForensics++ dataset.	Yang A. Chuming; Daniel J. Wu; Ken Hong;	arxiv-cs.CV	2022-06-20
4	Deepfake Histological Images for Enhancing Digital Pathology Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Here, we present an approach to not only generate histological images that reproduce the diagnostic morphologic features of common disease but also provide a user ability to generate new and rare morphologies.	KIANOUSH FALAHKHEIRKHAH et. al.	arxiv-eess.IV	2022-06-16
5	A Review of Image Processing Techniques for Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Besides the well-known movie stars, politicians have been victims of deepfakes in the past, especially US presidents Barak Obama and Donald Trump, however, the public at large can be the target of deepfakes. To overcome the challenge of deepfake identification and mitigate its impact, large efforts have been carried out to devise novel methods to detect face manipulation.	HINA FATIMA SHAHZAD et. al.	Sensors (Basel, Switzerland)	2022-06-16
6	Self-Supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work addresses the generalizable deepfake detection from a simple principle: a generalizable representation should be sensitive to diverse types of forgeries. Following this principle, we propose to enrich the "diversity" of forgeries by synthesizing augmented forgeries with a pool of forgery configurations and strengthen the "sensitivity" to the forgeries by enforcing the model to predict the forgery configurations.	Liang Chen; Yong Zhang; Yibing Song; Lingqiao Liu; Jue Wang;	cvpr	2022-06-07
7	DeepFake Disrupter: The Detector of DeepFake Is My Friend Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a novel DeepFake disruption algorithm called "DeepFake Disrupter".	Xueyu Wang; Jiajun Huang; Siqi Ma; Surya Nepal; Chang Xu;	cvpr	2022-06-07
8	Detecting Deepfakes With Self-Blended Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present novel synthetic training data called self-blended images (SBIs) to detect deepfakes.	Kaede Shiohara; Toshihiko Yamasaki;	cvpr	2022-06-07
9	Protecting Celebrities From DeepFake With Identity Consistency Transformer Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work we propose Identity Consistency Transformer, a novel face forgery detection method that focuses on high-level semantics, specifically identity information, and detecting a suspect face by finding identity inconsistency in inner and outer face regions.	XIAOYI DONG et. al.	cvpr	2022-06-07
10	Deepfake Caricatures: Amplifying Attention to Artifacts Increases Deepfake Detection By Humans and Machines Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: It is essential to develop techniques that both detect them, and effectively alert the human user to their presence. Here, we introduce a novel deepfake detection framework that meets both of these needs.	CAMILO FOSCO et. al.	arxiv-cs.CV	2022-06-01
11	Anti-Forgery: Towards A Stealthy and Robust DeepFake Disruption Attack Via Adversarial Perceptual-aware Perturbations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we investigate the vulnerability of the existing forgery techniques and propose a novel \emph{anti-forgery} technique that helps users protect the shared facial images from attackers who are capable of applying the popular forgery techniques.	RUN WANG et. al.	arxiv-cs.CR	2022-06-01
12	Deep Fake Detection Using A Sparse Auto Encoder with A Graph Capsule Dual Graph CNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake (DF) is a kind of forged image or video that is developed to spread misinformation and facilitate vulnerabilities to privacy hacking and truth masking with advanced …	Venkatachalam Kandasamy; Štěpán Hubálovský; Pavel Trojovský;	PeerJ. Computer science	2022-05-31
13	A Survey of Deep Fake Detection for Trial Courts Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present extensive discussions and research trends related to DeepFake technologies.	Naciye Celebi; Qingzhong Liu; Muhammed Karatoprak;	arxiv-cs.CV	2022-05-31
14	Misleading Deep-Fake Detection with GAN Fingerprints Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: These attacks, however, still require certain conditions to hold, such as interacting with the detection method or adjusting the GAN directly. In this paper, we introduce a novel class of simple counterattacks that overcomes these limitations.	Vera Wesselkamp; Konrad Rieck; Daniel Arp; Erwin Quiring;	arxiv-cs.CV	2022-05-25
15	Highly Accurate FMRI ADHD Classification Using Time Distributed Multi Modal 3D CNNs Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work proposes an algorithm for fMRI data analysis for the classification of ADHD disorders.	Christopher Sims;	arxiv-cs.LG	2022-05-24
16	Deepfake Forensics Via An Adversarial Game Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we advocate robust training for improving the generalization ability.	Zhi Wang; Yiwen Guo; Wangmeng Zuo;	IEEE transactions on image processing : a publication of …	2022-05-18
17	Real-centric Consistency Learning for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Essentially, the target of deepfake detection problem is to represent natural faces and fake faces at the representation space discriminatively, and it reminds us whether we could optimize the feature extraction procedure at the representation space through constraining intra-class consistence and inter-class inconsistence to bring the intra-class representations close and push the inter-class representations apart? Therefore, inspired by contrastive representation learning, we tackle the deepfake detection problem through learning the invariant representations of both classes and propose a novel real-centric consistency learning method.	Ruiqi Zha; Zhichao Lian; Qianmu Li; Siqi Gu;	arxiv-cs.CV	2022-05-15
18	The Effectiveness of Temporal Dependency in Deepfake Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper investigates whether temporal information can improve the deepfake detection performance of deep learning models. To investigate this, we propose a framework that classifies new and existing approaches by their defining characteristics.	Will Rowan; Nick Pears;	arxiv-cs.CV	2022-05-13
19	A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We evaluate several methods, including the adapted ones, on the proposed CDDB.	CHUQIAO LI et. al.	arxiv-cs.CV	2022-05-11
20	Deep Learning and Synthetic Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Here, I focus instead on a set of issues related to the notion of synthetic audiovisual media, its place within a broader taxonomy of audiovisual media, and how deep learning techniques differ from more traditional approaches to media synthesis. After reviewing important etiological features of deep learning pipelines for media manipulation and generation, I argue that deepfakes and related synthetic media produced with such pipelines do not merely offer incremental improvements over previous methods, but challenge traditional taxonomical distinctions, and pave the way for genuinely novel kinds of audiovisual media.	Raphaël Millière;	arxiv-cs.LG	2022-05-11
21	Countering Malicious DeepFakes: Survey, Battleground, and Horizon Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The creation or manipulation of facial appearance through deep generative approaches, known as , have achieved significant progress and promoted a wide range of benign and …	FELIX JUEFEI-XU et. al.	International journal of computer vision	2022-05-04
22	Exposing Deepfake Face Forgeries with Guided Residuals Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a guided residuals network, namely GRnet, which fuses spatial-domain and residual-domain features in a mutually reinforcing way, to expose face images generated by Deepfake.	Zhiqing Guo; Gaobo Yang; Jiyou Chen; Xingming Sun;	arxiv-cs.CV	2022-05-02
23	DefakeHop++: An Enhanced Lightweight Deepfake Detector Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: On the basis of DefakeHop, an enhanced lightweight Deepfake detector called DefakeHop++ is proposed in this work.	Hong-Shuo Chen; Shuowen Hu; Suya You; C. -C. Jay Kuo;	arxiv-cs.CV	2022-04-30
24	A Universal Detection Method for Adversarial Examples and Fake Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep-learning technologies have shown impressive performance on many tasks in recent years. However, there are multiple serious security risks when using deep-learning …	Jiewei Lai; Yantong Huo; Ruitao Hou; Xianmin Wang;	Sensors (Basel, Switzerland)	2022-04-30
25	BZNet: Unsupervised Multi-scale Branch Zooming Network for Detecting Low-quality Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a novel LQ DF detection architecture, multi-scale Branch Zooming Network (BZNet), which adopts an unsupervised super-resolution (SR) technique and utilizes multi-scale images for training.	Sangyup Lee; Jaeju An; Simon S. Woo;	www	2022-04-29
26	Am I A Real or Fake Celebrity? Evaluating Face Recognition and Verification APIs Under Deepfake Impersonation Attack Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: By conducting a case study on celebrity face recognition, we examine the robustness of black-box commercial face recognition web APIs and open-source tools against Deepfake Impersonation (DI) attacks.	Shahroz Tariq; Sowon Jeon; Simon S. Woo;	www	2022-04-29
27	The MeVer DeepFake Detection Service: Lessons Learnt from Developing and Deploying in The Wild Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we introduce the MeVer DeepFake detection service, a web service detecting deep learning manipulations in images and video.	SPYRIDON BAXEVANAKIS et. al.	arxiv-cs.CV	2022-04-27
28	Restricted Black-box Adversarial Attack Against DeepFake Face Swapping Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Specially, we propose the Transferable Cycle Adversary Generative Adversarial Network (TCA-GAN) to construct the adversarial perturbation for disrupting unknown DeepFake systems.	Junhao Dong; Yuan Wang; Jianhuang Lai; Xiaohua Xie;	arxiv-cs.CV	2022-04-26
29	Generative 3D Animation Pipelines: Automating Facial Retargeting Workflows Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Design tools in the 3D industry, while powerful, are still tedious and labor-intensive when it comes to bringing a creative idea for a visual effect to life. In this position paper, we discussed how an infamous generative synthetic media, deepfakes, could be of use and embedded into common sophisticated 3D workflows to reduce user workloads in areas such as 3D model editing, material design, and character animation.	Julius Girbig; Changkun Ou; Sylvia Rothe;	arxiv-cs.HC	2022-04-26
30	Leveraging Deepfakes to Close The Domain Gap Between Real and Synthetic Images in Facial Capture Pipelines Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose an end-to-end pipeline for both building and tracking 3D facial models from personalized in-the-wild (cellphone, webcam, youtube clips, etc.) video data.	Winnie Lin; Yilin Zhu; Demi Guo; Ron Fedkiw;	arxiv-cs.CV	2022-04-22
31	Process-Driven Modelling of Media Forensic Investigations-Considerations on The Example of DeepFake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Academic research in media forensics mainly focuses on methods for the detection of the traces or artefacts left by media manipulations in media objects. While the resulting …	Christian Kraetzer; Dennis Siegel; Stefan Seidlitz; Jana Dittmann;	Sensors (Basel, Switzerland)	2022-04-20
32	Audio Deep Fake Detection System with Neural Stitching for ADD 2022 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper describes our best system and methodology for ADD 2022: The First Audio Deep Synthesis Detection Challenge\cite{Yi2022ADD}.	RUI YAN et. al.	arxiv-eess.AS	2022-04-19
33	Metamorphic Testing-based Adversarial Attack to Fool Deepfake Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We performed our evaluations on MesoInception-4 and TwoStreamNet models, which are the state-of-the-art deepfake detection models.	Nyee Thoang Lim; Meng Yi Kuan; Muxin Pu; Mei Kuan Lim; Chun Yong Chong;	arxiv-cs.CV	2022-04-18
34	Deepfake Video Detection Based on EfficientNet-V2 Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: As technology advances and society evolves, deep learning is becoming easier to operate. Many unscrupulous people are using deep learning technology to create fake pictures and …	Liwei Deng; Hongfei Suo; Dongjie Li;	Computational intelligence and neuroscience	2022-04-15
35	Do You Really Mean That? Content Driven Audio-Visual Deepfake Dataset and Multimodal Method for Temporal Forgery Localization Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: However, a sophisticated deepfake may contain only a small segment of video/audio manipulation, through which the meaning of the content can be, for example, completely inverted from sentiment perspective. To address this gap, we introduce a content driven audio-visual deepfake dataset, termed as Localized Audio Visual DeepFake (LAV-DF), explicitly designed for the task of learning temporal forgery localization.	Zhixi Cai; Kalin Stefanov; Abhinav Dhall; Munawar Hayat;	arxiv-cs.CV	2022-04-13
36	Fake News Detection Using Parallel BERT Deep Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This article, we introduce MWPBert, which uses two parallel BERT networks to perform veracity detection on full-text news articles.	Mahmood Farokhian; Vahid Rafe; Hadi Veisi;	arxiv-cs.CL	2022-04-10
37	On The Exploitation of Deepfake Model Recognition Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, a robust processing pipeline to evaluate the possibility to point-out analytic fingerprints for Deepfake model recognition is presented.	Luca Guarnera; Oliver Giudice; Matthias Niessner; Sebastiano Battiato;	arxiv-cs.CV	2022-04-09
38	On Improving Cross-dataset Generalization of Deepfake Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we formulate deep fake detection as a hybrid combination of supervised and reinforcement learning (RL) to improve its cross-dataset generalization performance.	Aakash Varma Nadimpalli; Ajita Rattani;	arxiv-cs.CV	2022-04-08
39	Audio-Visual Person-of-Interest DeepFake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: The aim of this work is to propose a deepfake detector that can cope with the wide variety of manipulation methods and scenarios encountered in the real world.	Davide Cozzolino; Matthias Nießner; Luisa Verdoliva;	arxiv-cs.CV	2022-04-06
40	Facial Recognition Law in China Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper discusses the urgent need for the Chinese government to establish rigorous and timely facial recognition laws to protect the public’s privacy, security, and dignity amid COVID-19 and beyond.	ZHAOHUI SU et. al.	Journal of medical ethics	2022-04-05
41	FaceSigns: Semi-Fragile Neural Watermarks for Media Authentication and Countering Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: However, such classifiers do not generalize well to black-box image synthesis techniques and have been shown to be vulnerable to adversarial examples. To address these challenges, we introduce a deep learning based semi-fragile watermarking technique that allows media authentication by verifying an invisible secret message embedded in the image pixels.	PAARTH NEEKHARA et. al.	arxiv-cs.CV	2022-04-04
42	Does Audio Deepfake Detection Generalize? Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Which factors contribute to success, and which are accidental? In this work, we address this problem: We systematize audio spoofing detection by re-implementing and uniformly evaluating architectures from related work.	Nicolas M. Müller; Pavel Czempin; Franziska Dieckmann; Adam Froghyar; Konstantin Böttinger;	arxiv-cs.SD	2022-03-30
43	Improved Optical Flow Estimation Method for Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Creating deepfake multimedia, and especially deepfake videos, has become much easier these days due to the availability of deepfake tools and the virtually unlimited numbers of …	Ali Bou Nassif; Qassim Nasir; Manar Abu Talib; Omar Mohamed Gouda;	Sensors (Basel, Switzerland)	2022-03-24
44	A Novel Framework for Assessment of Learning-based Detectors in Realistic Conditions with Application to Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes a rigorous framework to assess performance of learning-based detectors in more realistic situations.	Yuhang Lu; Ruizhi Luo; Touradj Ebrahimi;	arxiv-cs.CV	2022-03-22
45	A New Approach to Improve Learning-based Deepfake Detection in Realistic Conditions Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes a more effective data augmentation scheme based on real-world image degradation process.	Yuhang Lu; Touradj Ebrahimi;	arxiv-cs.CV	2022-03-22
46	Making DeepFakes More Spurious: Evading Deep Face Forgery Detection Via Trace Removal Attack Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we solve the above challenges with presenting a novel detector-agnostic trace removal attack for DeepFake anti-forensics.	Chi Liu; Huajie Chen; Tianqing Zhu; Jun Zhang; Wanlei Zhou;	arxiv-cs.CV	2022-03-21
47	Deepfake Style Transfer Mixture: A First Forensic Ballistics Study on Synthetic Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To this aim, in this paper a first approach to investigate the image ballistics on deepfake images subject to style-transfer manipulations is proposed.	Luca Guarnera; Oliver Giudice; Sebastiano Battiato;	arxiv-cs.CV	2022-03-18
48	Transferable Class-Modelling for Decentralized Source Attribution of GAN-Generated Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We describe both our conceptual framework and model prototypes for further enhancement when investigating the technical limits of reactive deepfake attribution.	Brandon B. G. Khoo; Chern Hong Lim; Raphael C. -W. Phan;	arxiv-cs.CV	2022-03-18
49	Fairness Evaluation in Deepfake Detection Models Using Metamorphic Testing Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Therefore, the objective of this work is to adopt metamorphic testing to examine the reliability of the selected deepfake detection model, and how the transformation of input variation places influence on the output.	Muxin Pu; Meng Yi Kuan; Nyee Thoang Lim; Chun Yong Chong; Mei Kuan Lim;	arxiv-cs.CV	2022-03-13
50	An Audio-Visual Attention Based Multimodal Network for Fake Talking Face Videos Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Inspired by the decision-making mechanism of human multisensory perception system, which enables the auditory information to enhance post-sensory visual evidence for informed decisions output, in this study, a fake talking face detection framework FTFDNet is proposed by incorporating audio and visual representation to achieve more accurate fake talking face videos detection.	GANGLAI WANG et. al.	arxiv-cs.CV	2022-03-10
51	Voice-Face Homogeneity Tells Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: As a result, the development of generalizability of these approaches has reached a blockage. To address this issue, given the empirical results that the identities behind voices and faces are often mismatched in deepfake videos, and the voices and faces have homogeneity to some extent, in this paper, we propose to perform the deepfake detection from an unexplored voice-face matching view.	HARRY CHENG et. al.	arxiv-cs.CV	2022-03-04
52	How Can Research on Artificial Empathy Be Enhanced By Applying Deepfakes? Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: We propose the idea of using an open data set of doctor-patient interactions to develop artificial empathy based on facial emotion recognition. Facial emotion recognition allows a …	Hsuan-Chia Yang; Annisa Ristya Rahmanti; Chih-Wei Huang; Yu-Chuan Jack Li;	Journal of medical Internet research	2022-03-04
53	Towards Benchmarking and Evaluating Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Our objective is to establish a comprehensive and consistent benchmark, to develop a repeatable evaluation procedure, and to measure the performance of a range of detection approaches so that the results can be compared soundly.	CHENHAO LIN et. al.	arxiv-cs.CV	2022-03-03
54	The Vicomtech Audio Deepfake Detection System Based on Wav2Vec2 for The 2022 ADD Challenge Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper describes our submitted systems to the 2022 ADD challenge withing the tracks 1 and 2.	Juan M. Martín-Doñas; Aitor Álvarez;	arxiv-eess.AS	2022-03-03
55	Self-supervised Transformer for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a self-supervised transformer based audio-visual contrastive learning method.	Hanqing Zhao; Wenbo Zhou; Dongdong Chen; Weiming Zhang; Nenghai Yu;	arxiv-cs.CV	2022-03-02
56	Compliance Challenges in Forensic Image Analysis Under The Artificial Intelligence Act Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we review why the use of machine learning in forensic image analysis is classified as high-risk.	Benedikt Lorch; Nicole Scheler; Christian Riess;	arxiv-cs.CV	2022-03-01
57	Explainable Deepfake and Spoofing Detection: An Attack Analysis Using SHapley Additive ExPlanations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we report an extension of our previous work to better understand classifier behaviour to the use of SHapley Additive exPlanations (SHAP) to attack analysis.	Wanying Ge; Massimiliano Todisco; Nicholas Evans;	arxiv-eess.AS	2022-02-28
58	Deepfake Network Architecture Attribution Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we present the first study on Deepfake Network Architecture Attribution to attribute fake images on architecture-level.	Tianyun Yang; Ziyao Huang; Juan Cao; Lei Li; Xirong Li;	arxiv-cs.CV	2022-02-28
59	MRI-GAN: A Generalized Approach to Detect DeepFakes Using Perceptual Image Assessment Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we describe our work to develop general, deep learning-based models to classify DeepFake content.	Pratikkumar Prajapati; Chris Pollett;	arxiv-cs.CV	2022-02-28
60	Human Detection of Political Deepfakes Across Transcripts, Audio, and Video Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We show participants soundbites from political speeches that are randomly assigned to appear using permutations of text, audio, and video modalities.	Matthew Groh; Aruna Sankaranarayanan; Rosalind Picard;	arxiv-cs.HC	2022-02-25
61	Model Attribution of Face-swap Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we fill this gap by studying the model attribution problem of Deepfake videos.	Shan Jia; Xin Li; Siwei Lyu;	arxiv-cs.CV	2022-02-25
62	Automatic Speaker Verification Spoofing and Deepfake Detection Using Wav2vec 2.0 and Data Augmentation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We report in this paper our efforts to use self-supervised learning in the form of a wav2vec 2.0 front-end with fine tuning.	HEMLATA TAK et. al.	arxiv-eess.AS	2022-02-24
63	Deepfake Detection for Facial Images with Facemasks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we thoroughly evaluate the performance ofstate-of-the-art deepfake detection models on the deepfakes withthe facemask.	DONGGEUN KO et. al.	arxiv-cs.CV	2022-02-23
64	Deepfake Video Detection Using Biologically Inspired Geometric Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: The proposed model is trained on publicly available databases of manipulated and real videos, including FaceForensics, FaceForensics++, and Deep Fakes Dataset, with more than 500 gigabytes of data available.	STEVEN LUO et. al.	aps	2022-02-22
65	Seeing Is Living? Rethinking The Security of Facial Liveness Verification in The Deepfake Era Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Specifically, we present LiveBugger, a new deepfake-powered attack framework that enables customizable, automated security evaluation of FLV.	CHANGJIANG LI et. al.	arxiv-cs.CR	2022-02-22
66	Deep Learning Model for Deep Fake Face Recognition and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep Learning is an effective technique and used in various fields of natural language processing, computer vision, image processing and machine vision. Deep fakes uses deep …	SUGANTHI ST et. al.	PeerJ. Computer science	2022-02-22
67	ADD 2022: The First Audio Deep Synthesis Detection Challenge Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we describe the datasets, evaluation metrics, and protocols.	JIANGYAN YI et. al.	arxiv-cs.SD	2022-02-16
68	Robust Deepfake On Unrestricted Media: Generation And Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This chapter explores the evolution of and challenges in deepfake generation and detection.	Trung-Nghia Le; Huy H Nguyen; Junichi Yamagishi; Isao Echizen;	arxiv-cs.CV	2022-02-13
69	A Review of Deep Learning-based Approaches for Deepfake Content Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper presents a comprehensive review of recent studies for deepfake content detection using deep learning-based approaches.	LEANDRO A. PASSOS et. al.	arxiv-cs.CV	2022-02-12
70	Towards Adversarially Robust Deepfake Detection: An Ensemble Approach Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we show that a modification to the detection strategy in which we replace a single classifier with a carefully chosen ensemble, in which input transformations for each model in the ensemble induces pairwise orthogonal gradients, can significantly improve robustness beyond the de facto solution of adversarial training.	ASHISH HOODA et. al.	arxiv-cs.LG	2022-02-11
71	Responsible Disclosure of Generative Models Using Scalable Fingerprinting Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Our work enables a responsible disclosure of generative models, that allows model inventors to fingerprint their models, so that the generated samples containing a fingerprint can be accurately detected and attributed to a source.	Ning Yu; Vladislav Skripniuk; Dingfan Chen; Larry S. Davis; Mario Fritz;	iclr	2022-02-08
72	FrePGAN: Robust Deepfake Detection Using Frequency-level Perturbations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Thus, we design a framework to generalize the deepfake detector for both the known and unseen GAN models.	Yonghyun Jeong; Doyeon Kim; Youngmin Ro; Jongwon Choi;	arxiv-cs.CV	2022-02-07
73	A New Face Swap Method for Image and Video Domains: A Technical Report Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We introduce a new face swap pipeline that is based on FaceShifter architecture and fixes the problems stated above.	Daniil Chesakov; Anastasia Maltseva; Alexander Groshev; Andrey Kuznetsov; Denis Dimitrov;	arxiv-cs.CV	2022-02-07
74	Block Shuffling Learning for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a novel block shuffling learning method to solve this problem.	Sitong Liu; Zhichao Lian; Siqi Gu; Liang Xiao;	arxiv-cs.CV	2022-02-06
75	Deepfake Pornography As A Male Gaze on Fan Culture Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This essay shows the impact of deepfake technology on fan culture.	Inna Suvorova;	arxiv-cs.CY	2022-02-01
76	Deep Learning Algorithms for Magnetic Resonance Imaging of Inflammatory Sacroiliitis in Axial Spondyloarthritis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: To develop a deep learning algorithm for detection of active inflammatory sacroiliitis in short tau inversion recovery (STIR) sequence magnetic resonance imaging (MRI). A total of …	Karina Ying Ying Lin; Cao Peng; Kam Ho Lee; Shirley Chiu Wai Chan; Ho Yin Chung;	Rheumatology (Oxford, England)	2022-02-01
77	Detection of Fake Faces in Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, available video datasets are identified and a pretrained model BlazeFace is used to detect faces, and a ResNet and Xception ensembled architectured neural network trained on the dataset to achieve the goal of detection of fake faces in videos.	M. Shamanth; Russel Mathias; Dr Vijayalakshmi MN;	arxiv-cs.CV	2022-01-28
78	Deepfake Forensics Analysis: An Explainable Hierarchical Ensemble of Weakly Supervised Models Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes have become exponentially more common and sophisticated in recent years, so much so that forensic specialists, policy makers, and the public alike are anxious about …	SAMUEL HENRIQUE SILVA et. al.	Forensic science international. Synergy	2022-01-27
79	Fake or Real News About COVID-19? Pretrained Transformer Model to Detect Potential Misleading News Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The World Health Organization declared the novel coronavirus disease 2019 a pandemic on March 11, 2020. Along with the coronavirus pandemic, a new crisis has emerged, …	SreeJagadeesh Malla; P J A Alphonse;	The European physical journal. Special topics	2022-01-13
80	DeepFake Video Detection Through Facial Sparse Optical Flow Based Light CNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: DeepFake detection has become an attractive research topic with tremendous growth of interests recently. However, existing DeepFake detection studies spare no effort to improve …	Shuya Fang; Shucheng Wang; Rongjun Ye;	Journal of Physics: Conference Series	2022-01-01
81	More Real Than Real: A Study on Human Visual Perception of Synthetic Faces [Applications Corner] Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep fakes have recently become popular. The term refers to doctored media content where one’s face is swapped with someone else’s face or performs someone else’s face movements. …	FEDERICA LAGO et. al.	IEEE Signal Processing Magazine	2022-01-01
82	The Protection of Megascience Projects from Deepfake Technologies Threats: Information Law Aspects Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The paper examines the potential threats of the malicious use of deepfake technology to destabilize and discredit megascience projects in the global information space. The …	E I Galyashina; V D Nikishin;	Journal of Physics: Conference Series	2022-01-01
83	A Landscape View of Deepfake Techniques and Detection Methods Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep fakes is the process of changing the information of the image or video with different techniquesand methods that start with humor and fun and sometimes reach economic, …	Ahmed S Abdulreda; Ahmed J. Obaid;	International Journal of Nonlinear Analysis and Applications	2022-01-01
84	Persian Fake News Detection: Neural Representation and Classification at Word and Text Levels Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Nowadays, broadcasting news on social media and websites has grown at a swifter pace, which has had negative impacts on both the general public and governments; hence, this has …	Mohammadreza Samadi; Maryam Mousavian; Saeedeh Momtazi;	ACM Transactions on Asian and Low-Resource Language …	2022-01-01
85	Enriching Conventional Ensemble Learner with Deep Contextual Semantics to Detect Fake News in Urdu Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Increased connectivity has contributed greatly in facilitating rapid access to information and reliable communication. However, the uncontrolled information dissemination has also …	Ramsha Saeed; Hammad Afzal; Haider Abbas; Maheen Fatima;	ACM Transactions on Asian and Low-Resource Language …	2022-01-01
86	Computational Analysis of Transition Temperatures (Tts) of Proteins Fused to Elastin-like Polypeptide (ELP): Deep Fake Evaluation of Proteins, Linkers, and Trailers Features Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, two unique quantitative models are presented for the prediction of the Tt of a family of ELPs that could be fused to different proteins, linkers, and trailers.	M. D. GHAFARI et. al.	bio.bioinformatics	2021-12-30
87	DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose Dual Attention Fake Detection Fine-tuning Network (DA-FDFtNet) to detect the manipulated fake face images from the real face data.	Young Oh Bang; Simon S. Woo;	arxiv-cs.CV	2021-12-22
88	Watch Those Words: Video Falsification Detection Using Word-Conditioned Facial Motion Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To tackle this challenge, we propose a multi-modal semantic forensic approach to discover clues that go beyond detecting discrepancies in visual quality, thereby handling both simpler cheapfakes and visually persuasive deepfakes.	SHRUTI AGARWAL et. al.	arxiv-cs.CV	2021-12-20
89	MFF-Net: Deepfake Detection Network Based on Multi-Feature Fusion Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Significant progress has been made in generating counterfeit images and videos. Forged videos generated by deepfaking have been widely spread and have caused severe societal …	Lei Zhao; Mingcheng Zhang; Hongwei Ding; Xiaohui Cui;	Entropy (Basel, Switzerland)	2021-12-17
90	Comparative Analysis of Deepfake Image Detection Method Using Convolutional Neural Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Generation Z is a data-driven generation. Everyone has the entirety of humanity’s knowledge in their hands. The technological possibilities are endless. However, we use and misuse …	HASIN SHAHED SHAD et. al.	Computational intelligence and neuroscience	2021-12-16
91	Physics Guided Deep Learning Generative Models for Crystal Materials Discovery Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Naively transferred generative models tend to generate a large portion of physically infeasible crystal structures that are not stable or synthesizable.	Yong Zhao; Edirisuriya MD Siriwardane; Jianjun Hu;	arxiv-cond-mat.mtrl-sci	2021-12-07
92	ADD: Frequency Attention and Multi-View Based Knowledge Distillation to Detect Low-Quality Compressed Deepfake Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we apply frequency domain learning and optimal transport theory in knowledge distillation (KD) to specifically improve the detection of low-quality compressed deepfake images.	Binh M. Le; Simon S. Woo;	arxiv-cs.CV	2021-12-07
93	Audio Deepfake Perceptions in College Going Populations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this research we focus on audio deepfakes and how people perceive it.	Gabrielle Watson; Zahra Khanjani; Vandana P. Janeja;	arxiv-cs.SD	2021-12-06
94	How Deep Are The Fakes? Focusing on Audio Deepfake: A Survey Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We found that Generative Adversarial Networks(GAN), Convolutional Neural Networks (CNN), and Deep Neural Networks (DNN) are common ways of creating and detecting deepfakes.	Zahra Khanjani; Gabrielle Watson; Vandana P. Janeja;	arxiv-cs.SD	2021-11-28
95	A War Beyond Deepfake: Benchmarking Facial Counterfeits and Countermeasures Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present a benchmark that provides in-depth insights into visual forgery and visual forensics, using a comprehensive and empirical approach.	MINH TAM PHAM et. al.	arxiv-cs.CV	2021-11-25
96	Deepfake Detection By Human Crowds, Machines, and Machine-informed Crowds Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The recent emergence of machine-manipulated media raises an important societal question: How can we know whether a video that we watch is real or fake? In two online studies with …	Matthew Groh; Ziv Epstein; Chaz Firestone; Rosalind Picard;	Proceedings of the National Academy of Sciences of the …	2021-11-25
97	Is Seeing Still Believing? Leveraging Deepfake Technology for Livestock Farming Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake technologies are known for the creation of forged celebrity pornography, face and voice swaps, and other fake media content. Despite the negative connotations the …	Suresh Neethirajan;	Frontiers in veterinary science	2021-11-23
98	FakeTransformer: Exposing Face Forgery From Spatial-Temporal Representation Modeled By Facial Pixel Variations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Inspired by the fact that the spatial coherence and temporal consistency of physiological signal are destroyed in the generated content, we attempt to find inconsistent patterns that can distinguish between real videos and synthetic videos from the variations of facial pixels, which are highly related to physiological information.	Yuyang Sun; Zhiyong Zhang; Changzhen Qiu; Liang Wang; Zekai Wang;	arxiv-cs.CV	2021-11-15
99	Investigating Self-supervised Front Ends for Speech Spoofing Countermeasures Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this study, we use pre-trained self-supervised speech models as the front end of spoofing CMs.	Xin Wang; Junichi Yamagishi;	arxiv-eess.AS	2021-11-15
100	The Shallow of Your Smile: The Ethics of Expressive Vocal Deep-fakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Rapid technological advances in artificial intelligence are creating opportunities for real-time algorithmic modulations of a person’s facial and vocal expressions, or …	Nadia Guerouaou; Guillaume Vaiva; Jean-Julien Aucouturier;	Philosophical transactions of the Royal Society of London. …	2021-11-15
101	An Optimized Hybrid Deep Learning Model to Detect COVID-19 Misleading Information Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news is challenging to detect due to mixing accurate and inaccurate information from reliable and unreliable sources. Social media is a data source that is not trustworthy …	Bader Alouffi; Abdullah Alharbi; Radhya Sahal; Hager Saleh;	Computational intelligence and neuroscience	2021-11-15
102	Impact of Benign Modifications on Discriminative Performance of Deepfake Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes a more rigorous and systematic framework to assess the performance of deepfake detectors in more realistic situations.	Yuhang Lu; Evgeniy Upenik; Touradj Ebrahimi;	arxiv-cs.CV	2021-11-14
103	DeepFake Electrocardiograms Using Generative Adversarial Networks Are The Beginning of The End for Privacy Issues in Medicine Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent global developments underscore the prominent role big data have in modern medical science. But privacy issues constitute a prevalent problem for collecting and sharing data …	VAJIRA THAMBAWITA et. al.	Scientific reports	2021-11-09
104	NewsCLIPpings: Automatic Generation of Out-of-Context Multimodal Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We introduce several strategies for automatically retrieving convincing images for a given caption, capturing cases with inconsistent entities or semantic context.	Grace Luo; Trevor Darrell; Anna Rohrbach;	emnlp	2021-11-05
105	Deepfake Detection Using The Rate of Change Between Frames Based on Computer Vision Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, artificial intelligence has been successfully used in fields, such as computer vision, voice, and big data analysis. However, various problems, such as security, …	Gihun Lee; Mihui Kim;	Sensors (Basel, Switzerland)	2021-11-05
106	WaveFake: A Data Set to Facilitate Audio Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we make three key contributions to narrow this gap. Second, we present a novel data set, for which we collected nine sample sets from five different network architectures, spanning two languages.	Joel Frank; Lea Schönherr;	arxiv-cs.LG	2021-11-04
107	Exposing Deepfake with Pixel-wise AR and PPG Correlation from Faint Signals Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a scheme to expose Deepfake through faint signals hidden in face videos.	Maoyu Mao; Jun Yang;	arxiv-cs.CV	2021-10-29
108	Fooled Twice: People Cannot Detect Deepfakes But Think They Can Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Hyper-realistic manipulations of audio-visual content, i.e., deepfakes, present new challenges for establishing the veracity of online content. Research on the human impact of …	Nils C Köbis; Barbora Doležalová; Ivan Soraperra;	iScience	2021-10-29
109	Deepfake Tweets Classification Using Stacked Bi-LSTM and Words Embedding Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The spread of altered media in the form of fake videos, audios, and images, has been largely increased over the past few years. Advanced digital manipulation tools and techniques …	VAIBHAV RUPAPARA et. al.	PeerJ. Computer science	2021-10-21
110	PROVES: Establishing Image Provenance Using Semantic Signatures Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a novel architecture for preserving the provenance of semantic information in images to make them less susceptible to deep fake attacks.	MINGYANG XIE et. al.	arxiv-cs.CV	2021-10-21
111	A Study On Data Augmentation In Voice Anti-Spoofing Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we perform an in-depth study of how data augmentation techniques improve synthetic or spoofed audio detection.	Ariel Cohen; Inbal Rimon; Eran Aflalo; Haim Permuter;	arxiv-cs.SD	2021-10-20
112	Fake News Detection in Spanish Using Deep Learning Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper addresses the problem of fake news detection in Spanish using Machine Learning techniques.	Kevin Martínez-Gallego; Andrés M. Álvarez-Ortiz; Julián D. Arias-Londoño;	arxiv-cs.CL	2021-10-12
113	ID-Reveal: Identity-Aware DeepFake Video Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To this end, we introduce ID-Reveal, a new approach that learns temporal facial features, specific of how a person moves while talking, by means of metric learning coupled with an adversarial training strategy.	Davide Cozzolino; Andreas Rossler; Justus Thies; Matthias Niessner; Luisa Verdoliva;	iccv	2021-10-08
114	Joint Audio-Visual Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose a novel visual / auditory deepfake joint detection task and show that exploiting the intrinsic synchronization between the visual and auditory modalities could benefit deepfake detection.	Yipin Zhou; Ser-Nam Lim;	iccv	2021-10-08
115	Learning Self-Consistency for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a new method to detect deepfake images using the cue of the source feature inconsistency within the forged images.	TIANCHEN ZHAO et. al.	iccv	2021-10-08
116	KoDF: A Large-Scale Korean DeepFake Detection Dataset Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we provide a detailed description of methods used to construct the dataset, experimentally show the discrepancy between the distributions of KoDF and existing deepfake detection datasets, and underline the importance of using multiple datasets for real-world generalization.	Patrick Kwon; Jaeseong You; Gyuhyeon Nam; Sungwoo Park; Gyeongsu Chae;	iccv	2021-10-08
117	OpenForensics: Large-Scale Challenging Dataset for Multi-Face Forgery Detection and Segmentation In-the-Wild Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper presents a comprehensive study on two new countermeasure tasks: multi-face forgery detection and segmentation in-the-wild.	Trung-Nghia Le; Huy H. Nguyen; Junichi Yamagishi; Isao Echizen;	iccv	2021-10-08
118	Explaining Deep Learning Models for Spoofing and Deepfake Detection with SHapley Additive ExPlanations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: All results reported in the paper are reproducible using open-source software.	Wanying Ge; Jose Patino; Massimiliano Todisco; Nicholas Evans;	arxiv-eess.AS	2021-10-07
119	An Experimental Evaluation on Deepfake Detection Using Deep Face Recognition Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we thoroughly evaluate the efficacy of deep face recognition in identifying deepfakes, using different loss functions and deepfake generation techniques.	Sreeraj Ramachandran; Aakash Varma Nadimpalli; Ajita Rattani;	arxiv-cs.CV	2021-10-04
120	Daily Briefing: A Chilling ‘deepfake’ History of The Moon Landing Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Flora Graham;	Nature	2021-10-01
121	Improved Xception with Dual Attention Mechanism and Feature Fusion for Face Forgery Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose an improved Xception with dual attention mechanism and feature fusion for face forgery detection.	Hao Lin; Weiqi Luo; Kangkang Wei; Minglin Liu;	arxiv-cs.CV	2021-09-28
122	Machine Learning Based Medical Image Deepfake Detection: A Comparative Study Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Specifically, we evaluate eight different machine learning algorithms, which including three conventional machine learning methods, support vector machine, random forest, decision tree, and five deep learning models, DenseNet121, DenseNet201, ResNet50, ResNet101, VGG19, on distinguishing between tampered and untampered images.For deep learning models, the five models are used for feature extraction, then fine-tune for each pre-trained model is performed.	Siddharth Solaiyappan; Yuxin Wen;	arxiv-cs.CV	2021-09-27
123	Deepfake Video Detection: YOLO-Face Convolution Recurrent Approach Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, the deepfake techniques for swapping faces have been spreading, allowing easy creation of hyper-realistic fake videos. Detecting the authenticity of a video has become …	Aya Ismail; Marwa Elpeltagy; Mervat Zaki; Kamal A ElDahshan;	PeerJ. Computer science	2021-09-21
124	MD-CSDNetwork: Multi-Domain Cross Stitched Network for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Inspired by this observation, in this paper, we present a novel approach, termed as MD-CSDNetwork, for combining the features in the spatial and frequency domains to mine a shared discriminative representation for classifying \textit{deepfakes}.	Aayushi Agarwal; Akshay Agarwal; Sayan Sinha; Mayank Vatsa; Richa Singh;	arxiv-cs.CV	2021-09-15
125	FaceGuard: Proactive Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose FaceGuard, a proactive deepfake-detection framework.	Yuankun Yang; Chenyue Liang; Hongyu He; Xiaoyu Cao; Neil Zhenqiang Gong;	arxiv-cs.CV	2021-09-12
126	Challenges and Solutions in DeepFakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: So, to counter this emerging problem, we introduce a dataset of 140k real and fake faces which contain 70k real faces from the Flickr dataset collected by Nvidia, as well as 70k fake faces sampled from 1 million fake faces generated by style GAN.	Jatin Sharma; Sahil Sharma;	arxiv-cs.CV	2021-09-11
127	Detection of GAN-synthesized Street Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Manipulations like face swapping, face reenactment and expression manipulation have been the subject of an intense research with the development of a number of efficient tools to distinguish artificial videos from genuine ones.	Omran Alamayreh; Mauro Barni;	arxiv-cs.CV	2021-09-10
128	Evaluation of An Audio-Video Multimodal Deepfake Dataset Using Unimodal and Multimodal Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: With the emerging threat of potential harm deepfakes can cause, researchers have proposed deepfake detection methods.	Hasam Khalid; Minha Kim; Shahroz Tariq; Simon S. Woo;	arxiv-cs.CV	2021-09-07
129	DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This study presents challenges, research trends, and directions related to DeepFake creation and detection techniques by reviewing the notable research in the DeepFake domain to facilitate the development of more robust approaches that could deal with the more advance DeepFake in the future.	SM ZOBAED et. al.	arxiv-cs.CV	2021-09-07
130	Spatiotemporal Inconsistency Learning for DeepFake Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Specifically, we present a novel temporal modeling paradigm in TIM by exploiting the temporal difference over adjacent frames along with both horizontal and vertical directions.	ZHIHAO GU et. al.	arxiv-cs.CV	2021-09-04
131	DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we analyze an existing DeepFake detection technique based on head pose estimation, which can be applied when fake images are generated with an autoencoder-based face swap.	Kevin Lutz; Robert Bassett;	arxiv-cs.CV	2021-08-28
132	DeepFake MNIST+: A DeepFake Facial Animation Dataset Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Various DeepFake detection methods and datasets are proposed for detecting such data, especially for face-swapping. As a response, we propose a new human face animation dataset, called DeepFake MNIST+, generated by a SOTA image animation generator.	Jiajun Huang; Xueyu Wang; Bo Du; Pei Du; Chang Xu;	arxiv-cs.CV	2021-08-17
133	Deepfake Representation with Multilinear Regression Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a modified multilinear (tensor) method, a combination of linear and multilinear regressions for representing fake and real data.	Sara Abdali; M. Alex O. Vasilescu; Evangelos E. Papalexakis;	arxiv-cs.CV	2021-08-15
134	Beyond The Spectrum: Detecting Deepfakes Via Re-Synthesis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In order to overcome this issue, we propose a novel fake detection that is designed to re-synthesize testing images and extract visual cues for detection.	Yang He; Ning Yu; Margret Keuper; Mario Fritz;	ijcai	2021-08-13
135	An Examination of Fairness of AI Models for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we evaluate bias present in deepfake datasets and detection models across protected subgroups.	Loc Trinh; Yan Liu;	ijcai	2021-08-13
136	Dynamic Inconsistency-aware DeepFake Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a novel Dynamic Inconsistency-aware Network to handle the inconsistent problem, which uses a Cross-Reference module (CRM) to capture both the global and local inter-frame inconsistencies.	ZIHENG HU et. al.	ijcai	2021-08-13
137	Detecting Deepfake Videos with Temporal Dropout 3DCNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To address that, this paper aims to leverage the possible inconsistent cues among video frames and proposes a Temporal Dropout 3-Dimensional Convolutional Neural Network (TD-3DCNN) to detect deepfake videos.	Daichi Zhang; Chenyu Li; Fanzhao Lin; Dan Zeng; Shiming Ge;	ijcai	2021-08-13
138	Video Transformer for Deepfake Detection with Incremental Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a novel video transformer with incremental learning for detecting deepfake videos.	Sohail A. Khan; Hang Dai;	arxiv-cs.CV	2021-08-11
139	FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To fill this gap, we propose a novel Audio-Video Deepfake dataset, FakeAVCeleb, which contains not only deepfake videos but also respective synthesized lip-synced fake audios.	Hasam Khalid; Shahroz Tariq; Minha Kim; Simon S. Woo;	arxiv-cs.CV	2021-08-11
140	A New Deep Learning-Based Methodology for Video Deepfake Detection Using XGBoost Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Currently, face-swapping deepfake techniques are widely spread, generating a significant number of highly realistic fake videos that threaten the privacy of people and countries. …	Aya Ismail; Marwa Elpeltagy; Mervat S Zaki; Kamal Eldahshan;	Sensors (Basel, Switzerland)	2021-08-10
141	End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we show that better performance can be achieved when the fusion is performed within the model itself and when the representation is learned automatically from raw waveform inputs.	HEMLATA TAK et. al.	arxiv-eess.AS	2021-07-27
142	Raw Differentiable Architecture Search for Speech Deepfake and Spoofing Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Described in this paper is our attempt to learn automatically the network architecture of a speech deepfake and spoofing detection solution, while jointly optimising other network components and parameters, such as the first convolutional layer which operates on raw signal inputs.	Wanying Ge; Jose Patino; Massimiliano Todisco; Nicholas Evans;	arxiv-eess.AS	2021-07-26
143	Using Deep Learning Techniques and Inferential Speech Statistics for AI Synthesised Speech Recognition Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Here, we propose a model based on Convolutional Neural Network (CNN) and Bidirectional Recurrent Neural Network (BiRNN) that helps to achieve both the aforementioned objectives.	Arun Kumar Singh; Priyanka Singh; Karan Nathwani;	arxiv-cs.LG	2021-07-23
144	Human Perception of Audio Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present results from comparing the abilities of humans and machines for detecting audio deepfakes used to imitate someone’s voice.	Nicolas M. Müller; Karla Markert; Jennifer Williams;	arxiv-cs.HC	2021-07-20
145	MMSys’21 Grand Challenge on Detecting Cheapfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this challenge, we focus on detecting OOC images, and more specifically the misuse of real photographs with conflicting image captions in news items.	SHIVANGI ANEJA et. al.	arxiv-cs.MM	2021-07-12
146	CoReD: Generalizing Fake Media Detection with Continual Representation Using Distillation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Therefore, in this work, we apply continuous learning to neural networks’ learning dynamics, emphasizing its potential to increase data efficiency significantly.	Minha Kim; Shahroz Tariq; Simon S. Woo;	arxiv-cs.CV	2021-07-06
147	Combining EfficientNet and Vision Transformers for Video Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this study, we focus on video deep fake detection on faces, given that most methods are becoming extremely accurate in the generation of realistic human faces.	Davide Coccomini; Nicola Messina; Claudio Gennaro; Fabrizio Falchi;	arxiv-cs.CV	2021-07-06
148	FFR_FD: Effective and Fast Detection of DeepFakes Based on Feature Point Defects Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Inspired by feature point detector-descriptors to extract discriminative features at the pixel level, we propose the Fused Facial Region_Feature Descriptor (FFR_FD) for effective and fast DeepFake detection.	Gaojian Wang; Qian Jiang; Xin Jin; Xiaohui Cui;	arxiv-cs.CV	2021-07-05
149	Understanding The Security of Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we aim to bridge the gap.	Xiaoyu Cao; Neil Zhenqiang Gong;	arxiv-cs.CR	2021-07-05
150	Auxiliary-Classifier GAN for Malware Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this research, we generate fake malware images using auxiliary classifier GANs (AC-GAN), and we consider the effectiveness of various techniques for classifying the resulting images.	Rakesh Nagaraju; Mark Stamp;	arxiv-cs.CR	2021-07-04
151	DeepFake Detection Based on Discrepancies Between Faces and Their Context IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: We propose a method for detecting face swapping and other identity manipulations in single images. Face swapping methods, such as DeepFake, manipulate the face region, aiming to …	Yuval Nirkin; Lior Wolf; Yosi Keller; Tal Hassner;	IEEE transactions on pattern analysis and machine …	2021-06-29
152	The Future of Online Trust (and Why Deepfake Is Advancing It) Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Trust has become a first-order concept in AI, urging experts to call for measures ensuring AI is ‘trustworthy’. The danger of untrustworthy AI often culminates with Deepfake, …	Hubert Etienne;	AI and ethics	2021-06-28
153	Deepfake Videos in The Wild: Analysis and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To bridge this gap in knowledge, we make the following contributions: First, we collect and present the largest dataset of deepfake videos in the wild, containing 1,869 videos from YouTube and Bilibili, and extract over 4.8M frames of content. Second, we present a comprehensive analysis of the growth patterns, popularity, creators, manipulation strategies, and production methods of deepfake content in the real-world.	JIAMENG PU et. al.	www	2021-06-25
154	One Detector to Rule Them All: Towards A General Deepfake Attack Detection Framework IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To better cope with unknown and unseen deepfakes, we introduce a Convolutional LSTM-based Residual Network (CLRNet), which adopts a unique model training strategy and explores spatial as well as the temporal information in a deepfakes.	Shahroz Tariq; Sangyup Lee; Simon Woo;	www	2021-06-25
155	Detection of Deepfake Videos Using Long Distance Attention Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, the problem is treated as a special fine-grained classification problem since the differences between fake and real faces are very subtle.	WEI LU et. al.	arxiv-cs.CV	2021-06-24
156	Reporting Revenge Porn: A Preliminary Expert Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present a preliminary expert analysis of the process for reporting revenge porn abuses in selected content sharing platforms.	A. De Angeli; M. Falduti; M. Menendez Blanco; S. Tessaris;	arxiv-cs.HC	2021-06-23
157	Deep Fake Detection: Survey of Facial Manipulation Detection Solutions Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we analyze several such states of the art neural networks (MesoNet, ResNet-50, VGG-19, and Xception Net) and compare them against each other, to find an optimal solution for various scenarios like real-time deep fake detection to be deployed in online social media platforms where the classification should be made as fast as possible or for a small news agency where the classification need not be in real-time but requires utmost accuracy.	Samay Pashine; Sagar Mandiya; Praveen Gupta; Rashid Sheikh;	arxiv-cs.CV	2021-06-23
158	Automated Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose to utilize Automated Machine Learning to adaptively search a neural architecture for deepfake detection.	PING LIU et. al.	arxiv-cs.CV	2021-06-20
159	Wavelet-Packets for Deepfake Image Analysis and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: The wavelet transform conserves spatial information to a degree, which allows us to present a new analysis.	Moritz Wolter; Felix Blanke; Raoul Heese; Jochen Garcke;	arxiv-cs.CV	2021-06-17
160	Compound Frechet Inception Distance for Quality Assessment of GAN Created Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose to improve the robustness of the evaluation process by integrating lower-level features to cover a wider array of visual defects.	Eric J. Nunn; Pejman Khadivi; Shadrokh Samavi;	arxiv-cs.CV	2021-06-16
161	Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We define a novel problem, model parsing, as estimating GM network architectures and training loss functions by examining their generated images – a task seemingly impossible for human beings. To tackle this problem, we propose a framework with two components: a Fingerprint Estimation Network (FEN), which estimates a GM fingerprint from a generated image by training with four constraints to encourage the fingerprint to have desired properties, and a Parsing Network (PN), which predicts network architecture and loss functions from the estimated fingerprints.	Vishal Asnani; Xi Yin; Tal Hassner; Xiaoming Liu;	arxiv-cs.CV	2021-06-15
162	One Shot Face Swapping on Megapixels IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes the first Megapixel level method for one shot Face Swapping (or MegaFS for short).	Yuhao Zhu; Qi Li; Jian Wang; Cheng-Zhong Xu; Zhenan Sun;	cvpr	2021-06-11
163	Multi-Attentional Deepfake Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we instead formulate deepfake detection as a fine-grained classification problem and propose a new multi-attentional deepfake detection network.	HANQING ZHAO et. al.	cvpr	2021-06-11
164	Exploring Adversarial Fake Images on Face Manifold Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, instead of adding adversarial noise, we optimally search adversarial points on face manifold to generate anti-forensic fake face images.	Dongze Li; Wei Wang; Hongxing Fan; Jing Dong;	cvpr	2021-06-11
165	Imperceptible Adversarial Examples for Fake Image Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a novel method to disrupt the fake image detection by determining key pixels to a fake image detector and attacking only the key pixels, which results in the $L_0$ and the $L_2$ norms of adversarial perturbations much less than those of existing works.	QUANYU LIAO et. al.	arxiv-cs.CV	2021-06-03
166	DFGC 2021: A DeepFake Game Competition Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper presents a summary of the DFGC 2021 competition. We also release the DFGC-21 testing dataset collected from our participants to further benefit the research community.	BO PENG et. al.	arxiv-cs.CV	2021-06-02
167	A Novel Self-learning Semi-supervised Deep Learning Network to Detect Fake News on Social Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media has become a popular means for people to consume and share news. However, it also enables the extensive spread of fake news, that is, news that deliberately provides …	Xin Li; Peixin Lu; Lianting Hu; XiaoGuang Wang; Long Lu;	Multimedia tools and applications	2021-06-02
168	FReTAL: Generalizing Deepfake Detection Using Knowledge Distillation and Representation Learning IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we employ the Representation Learning (ReL) and Knowledge Distillation (KD) paradigms to introduce a transfer learning-based Feature Representation Transfer Adaptation Learning (FReTAL) method.	Minha Kim; Shahroz Tariq; Simon S. Woo;	arxiv-cs.CV	2021-05-28
169	CMUA-Watermark: A Cross-Model Universal Adversarial Watermark for Combating Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To address these issues, we propose a novel solution that can generate a Cross-Model Universal Adversarial Watermark (CMUA-Watermark), protecting a large number of facial images from multiple deepfake models.	HAO HUANG et. al.	arxiv-cs.CV	2021-05-23
170	Subjective and Objective Evaluation of Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Therefore, this paper, presents a subjective study, which, using 60 naïve subjects, evaluates how hard it is for humans to see if a video is a deepfake or not.	P. Korshunov; S. Marcel;	icassp	2021-05-16
171	TweepFake: About Detecting Deepfake Tweets IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The recent advances in language modeling significantly improved the generative capabilities of deep neural models: in 2019 OpenAI released GPT-2, a pre-trained language model that …	Tiziano Fagni; Fabrizio Falchi; Margherita Gambini; Antonio Martella; Maurizio Tesconi;	PloS one	2021-05-13
172	TAR: Generalized Forensic Framework to Detect Deepfakes Using Weakly Supervised Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Therefore, in this work, we introduce a practical digital forensic tool to detect different types of deepfakes simultaneously and propose Transfer learning-based Autoencoder with Residuals (TAR).	Sangyup Lee; Shahroz Tariq; Junyaup Kim; Simon S. Woo;	arxiv-cs.CV	2021-05-13
173	What’s Wrong with This Video? Comparing Explainers for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work we develop, extend and compare white-box, black-box and model-specific techniques for explaining the labelling of real and fake videos.	Samuele Pino; Mark James Carman; Paolo Bestagini;	arxiv-cs.CV	2021-05-12
174	One Shot Face Swapping on Megapixels IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes the first Megapixel level method for one shot Face Swapping (or MegaFS for short).	Yuhao Zhu; Qi Li; Jian Wang; Chengzhong Xu; Zhenan Sun;	arxiv-cs.CV	2021-05-11
175	DeepFake Electrocardiograms: The Key for Open Science for Artificial Intelligence in Medicine Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Here, we present generative adversarial networks (GANs) capable of generating realistic synthetic DeepFake 12-lead 10-sec electrocardiograms (ECGs).	V. L. THAMBAWITA et. al.	med.cardiovascular-medicine	2021-05-10
176	One Detector to Rule Them All: Towards A General Deepfake Attack Detection Framework IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To better cope with unknown and unseen deepfakes, we introduce a Convolutional LSTM-based Residual Network (CLRNet), which adopts a unique model training strategy and explores spatial as well as the temporal information in deepfakes.	Shahroz Tariq; Sangyup Lee; Simon S. Woo;	arxiv-cs.CV	2021-05-01
177	Deep Insights of Deepfake Technology : A Review Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Under the aegis of computer vision and deep learning technology, a new emerging techniques has introduced that anyone can make highly realistic but fake videos, images even can manipulates the voices.	Bahar Uddin Mahmud; Afsana Sharmin;	arxiv-cs.LG	2021-05-01
178	Deepfake False Memories Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Machine-learning has enabled the creation of deepfake videos; highly-realistic footage that features a person saying or doing something they never did. In recent years, this …	Gillian Murphy; Emma Flynn;	Memory (Hove, England)	2021-04-28
179	DeepfakeUCL: Deepfake Detection Via Unsupervised Contrastive Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we design a novel deepfake detection method via unsupervised contrastive learning.	Sheldon Fung; Xuequan Lu; Chao Zhang; Chang-Tsun Li;	arxiv-cs.CV	2021-04-23
180	Safe Fakes: Evaluating Face Anonymizers for Face Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To our knowledge, this paper presents the first empirical study on the effect of image anonymization on supervised training of face detectors.	Sander R. Klomp; Matthew van Rijn; Rob G. J. Wijnhoven; Cees G. M. Snoek; Peter H. N. de With;	arxiv-cs.CV	2021-04-23
181	M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we aim to capture the subtle manipulation artifacts at different scales using transformer models.	JUNKE WANG et. al.	arxiv-cs.CV	2021-04-20
182	Partially-Connected Differentiable Architecture Search for Deepfake and Spoofing Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper reports the first successful application of a differentiable architecture search (DARTS) approach to the deepfake and spoofing detection problems.	Wanying Ge; Michele Panariello; Jose Patino; Massimiliano Todisco; Nicholas Evans;	arxiv-cs.LG	2021-04-07
183	Deepfake Detection Scheme Based on Vision Transformer and Distillation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a Vision Transformer model with distillation methodology for detecting fake videos.	Young-Jin Heo; Young-Ju Choi; Young-Woon Lee; Byung-Gyu Kim;	arxiv-cs.CV	2021-04-03
184	A Comprehensive Review of Deep-Learning-Based Methods for Image Forensics Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Seeing is not believing anymore. Different techniques have brought to our fingertips the ability to modify an image. As the difficulty of using such techniques decreases, lowering …	Ivan Castillo Camacho; Kai Wang;	Journal of imaging	2021-04-03
185	The Real Threat of Deepfake Pornography: A Review of Canadian Policy Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes may refer to algorithmically synthesized material wherein the face of a person is superimposed onto another body. To date, most deepfakes found online are pornographic, …	Vasileia Karasavva; Aalia Noorbhai;	Cyberpsychology, behavior and social networking	2021-03-24
186	Deepfakes: Awareness, Concerns, and Platform Accountability Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: A 61 question survey was used to examine issues around deepfake technology. In total, 319 respondents answered questions around awareness, concerns, and the responsibility of …	Justin D Cochran; Stuart A Napshin;	Cyberpsychology, behavior and social networking	2021-03-24
187	The (Null) Effects of Happiness on Affective Polarization, Conspiracy Endorsement, and Deep Fake Recognition: Evidence from Five Survey Experiments in Three Countries Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Affective polarization is a key concern in America and other democracies. Although past evidence suggests some ways to minimize it, there are no easily applicable interventions …	XUDONG YU et. al.	Political behavior	2021-03-18
188	DefakeHop: A Light-Weight High-Performance Deepfake Detector IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: A light-weight high-performance Deepfake detection method, called DefakeHop, is proposed in this work.	HONG-SHUO CHEN et. al.	arxiv-cs.CV	2021-03-11
189	An Introduction to Deep Generative Modeling IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Our goal is to enable and motivate the reader to contribute to this proliferating research area.	Lars Ruthotto; Eldad Haber;	arxiv-cs.LG	2021-03-08
190	DeepFake-o-meter: An Open Platform for DeepFake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we develop an open-source online platform, known as DeepFake-o-meter, that integrates state-of-the-art DeepFake detection methods and provide a convenient interface for the users.	Yuezun Li; Cong Zhang; Pu Sun; Honggang Qi; Siwei Lyu;	arxiv-cs.CV	2021-03-02
191	Am I A Real or Fake Celebrity? Measuring Commercial Face Recognition Web APIs Under Deepfake Impersonation Attack Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work provides a measurement study on the robustness of black-box commercial face recognition APIs against Deepfake Impersonation (DI) attacks using celebrity recognition APIs as an example case study.	Shahroz Tariq; Sowon Jeon; Simon S. Woo;	arxiv-cs.CV	2021-03-01
192	Effects of Disinformation Using Deepfake: The Protective Effect of Media Literacy Education Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This research examines (a) the negative impact of disinformation including a deepfake video and (b) the protective effect of media literacy education. We conducted an experiment …	Yoori Hwang; Ji Youn Ryu; Se-Hoon Jeong;	Cyberpsychology, behavior and social networking	2021-03-01
193	I Found A More Attractive Deepfaked Self: The Self-Enhancement Effect in Deepfake Video Exposure Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the introduction of deepfake technology, which enables digital face-swapping between two individuals, young women are no longer passive viewers of attractive celebrities, but …	Fuzhong Wu; Yueran Ma; Zheng Zhang;	Cyberpsychology, behavior and social networking	2021-03-01
194	Deepfakes Unmasked: The Effects of Information Priming and Bullshit Receptivity on Deepfake Recognition and Sharing Intention Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The study aims to test whether simple priming of deepfake (DF) information significantly increases users’ ability to recognize DF media. Although undoubtedly fascinating from a …	Serena Iacobucci; Roberta De Cicco; Francesca Michetti; Riccardo Palumbo; Stefano Pagliaro;	Cyberpsychology, behavior and social networking	2021-02-26
195	Deepfakes Generation and Detection: State-of-the-art, Open Challenges, Countermeasures, and Way Forward Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper provides a comprehensive review and detailed analysis of existing tools and machine learning (ML) based approaches for deepfake generation and the methodologies used to detect such manipulations for both audio and visual deepfakes.	Momina Masood; Marriam Nawaz; Khalid Mahmood Malik; Ali Javed; Aun Irtaza;	arxiv-cs.CR	2021-02-25
196	Deepfake Video Detection Using Convolutional Vision Transformer IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose a Convolutional Vision Transformer for the detection of Deepfakes.	Deressa Wodajo; Solomon Atnafu;	arxiv-cs.CV	2021-02-22
197	Towards Solving The DeepFake Problem : An Analysis on Improving DeepFake Detection Using Dynamic Face Augmentation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we focus on identifying the limitations and shortcomings of existing deepfake detection frameworks. Moreover, we also propose a general-purpose data pre-processing guideline to train and evaluate existing architectures allowing us to improve the generalizability of these models for deepfake detection.	Sowmen Das; Selim Seferbekov; Arup Datta; Md. Saiful Islam; Md. Ruhul Amin;	arxiv-cs.CV	2021-02-18
198	Popular Discourse Around Deepfakes and The Interdisciplinary Challenge of Fake Video Distribution Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This research interrogates the discourses that frame our understanding of deepfakes and how they are situated in everyday public conversation. It does so through a qualitative …	Catherine Francis Brooks;	Cyberpsychology, behavior and social networking	2021-02-17
199	To Believe or Not to Believe: Framing Analysis of Content and Audience Response of Top 10 Deepfake Videos on YouTube Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This study explores popular deepfake media content and audience response in an effort to gain better understanding of the potential social and psychological impacts of deepfakes. …	YoungAh Lee; Kuo-Ting Tim Huang; Robin Blom; Rebecca Schriner; Carl A Ciccarelli;	Cyberpsychology, behavior and social networking	2021-02-17
200	Adversarially Robust Deepfake Media Detection Using Fused Convolutional Neural Network Predictions Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To address this, we employ three different deep Convolutional Neural Network (CNN) models, (1) VGG16, (2) InceptionV3, and (3) XceptionNet to classify fake and real images extracted from videos.	Sohail Ahmed Khan; Alessandro Artusi; Hang Dai;	arxiv-cs.CV	2021-02-11
201	Domain General Face Forgery Detection By Learning to Weight Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a domain-general model, termed learning-to-weight (LTW), that guarantees face detection performance across multiple domains, particularly the target domains that are never seen before.	KE SUN et. al.	aaai	2021-02-09
202	CoAID-DEEP: An Optimized Intelligent Framework for Automated Detecting COVID-19 Misleading Information on Twitter Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: COVID-19 has affected all peoples’ lives. Though COVID-19 is on the rising, the existence of misinformation about the virus also grows in parallel. Additionally, the spread of …	DIAA SALAMA ABDELMINAAM et. al.	IEEE access : practical innovations, open solutions	2021-02-09
203	Landmark Breaker: Obstructing DeepFake By Disturbing Landmark Extraction Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we describe Landmark Breaker, the first dedicated method to disrupt facial landmark extraction, and apply it to the obstruction of the generation of DeepFake videos.Our motivation is that disrupting the facial landmark extraction can affect the alignment of input face so as to degrade the DeepFake quality.	Pu Sun; Yuezun Li; Honggang Qi; Siwei Lyu;	arxiv-cs.CV	2021-02-01
204	Detecting Deepfake Videos Using Euler Video Magnification Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we examine a technique for possible identification of deepfake videos.	Rashmiranjan Das; Gaurav Negi; Alan F. Smeaton;	arxiv-cs.CV	2021-01-27
205	Fighting Deepfakes By Detecting GAN DCT Anomalies IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: For this reason, in this paper we propose a new pipeline able to detect the so-called GAN Specific Frequencies (GSF) representing a unique fingerprint of the different generative architectures.	Oliver Giudice; Luca Guarnera; Sebastiano Battiato;	arxiv-cs.CV	2021-01-24
206	BERT Transformer Model for Detecting Arabic GPT2 Auto-Generated Tweets Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a transfer learning based model that will be able to detect if an Arabic sentence is written by humans or automatically generated by bots.	Fouzi Harrag; Maria Debbah; Kareem Darwish; Ahmed Abdelali;	arxiv-cs.CL	2021-01-22
207	FakeBuster: A DeepFakes Detection Tool for Video Conferencing Scenarios Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes a new DeepFake detector FakeBuster for detecting impostors during video conferencing and manipulated faces on social media.	Vineet Mehta; Parul Gupta; Ramanathan Subramanian; Abhinav Dhall;	arxiv-cs.CV	2021-01-09
208	Data Poisoning Attacks to Deep Learning Based Recommender Systems IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we conduct the first systematic study on data poisoning attacks to deep learning based recommender systems.	HAI HUANG et. al.	arxiv-cs.CR	2021-01-07
209	FakeBERT: Fake News Detection in Social Media with A BERT-based Deep Learning Approach IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the modern era of computing, the news ecosystem has transformed from old traditional print media to social media outlets. Social media platforms allow us to consume news much …	Rohit Kumar Kaliyar; Anurag Goswami; Pratik Narang;	Multimedia tools and applications	2021-01-07
210	WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To better support detection against real-world deepfakes, in this paper, we introduce a new dataset WildDeepfake, which consists of 7,314 face sequences extracted from 707 deepfake videos collected completely from the internet.	Bojia Zi; Minghao Chang; Jingjing Chen; Xingjun Ma; Yu-Gang Jiang;	arxiv-cs.CV	2021-01-05
211	Where Do Deep Fakes Look? Synthetic Face Detection Via Gaze Tracking Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We evaluate our approach on several deep fake datasets, achieving 92.48% accuracy on FaceForensics++, 80.0% on Deep Fakes (in the wild), 88.35% on CelebDF, and 99.27% on DeeperForensics datasets.	Ilke Demir; Umur A. Ciftci;	arxiv-cs.CV	2021-01-04
212	EchoFakeD: Improving Fake News Detection in Social Media with An Efficient Deep Neural Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The increasing popularity of social media platforms has simplified the sharing of news articles that have led to the explosion in fake news. With the emergence of fake news at a …	Rohit Kumar Kaliyar; Anurag Goswami; Pratik Narang;	Neural computing & applications	2021-01-02
213	Deepfake Detection Using SVM Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years the Deep generative networks have made it easy to create real face swaps in images and videos with less traces of manipulation, significantly improving the quality …	Harsh Agarwal; Ankur Singh; Rajeswari D;	2021 Second International Conference on Electronics and …	2021-01-01
214	Deepfake-Image Anti-Forensics with Adversarial Examples Attacks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Many deepfake-image forensic detectors have been proposed and improved due to the development of synthetic techniques. However, recent studies show that most of these detectors …	Li Fan; Wei Li; Xiaohui Cui;	Future Internet	2021-01-01
215	Deepfakes Detection Methods: A Literature Survey Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, a great amount of concern has been attracted to the phenomena of DeepFake, which has been created for capturing and reenacting faces in a video and swap a face with …	MC Weerawardana; TGI Fernando;	2021 10th International Conference on Information and …	2021-01-01
216	Deep Fakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Yair Sharan; Ted J. Gordon; Elizabeth Florescu;	Tripping Points on the Roads to Outwit Terror	2021-01-01
217	The Creation and Detection of Deepfakes IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Generative deep learning algorithms have progressed to a point where it is difficult to tell the difference between what is real and what is fake. In 2018, it was discovered how …	Yisroel Mirsky; Wenke Lee;	ACM Computing Surveys (CSUR)	2021-01-01
218	A Review on Social Spam Detection: Challenges, Open Issues, and Future Directions Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract Online Social Networks are perpetually evolving and used in plenteous applications such as content sharing, chatting, making friends/followers, customer engagements, …	Sanjeev Rao; Anil K. Verma; Tarunpreet Bhatia;	Expert Syst. Appl.	2021-01-01
219	Estratégias De Criação De Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Em um cenário marcado pela expansão da internet, a população cada vez mais vai mudando seus hábitos e migrando suas ações para a rede. Com o aumento de informações trocadas nas …	Patrícia Margarida Farias Coelho; Hermes Renato Hildebrand;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
220	How Algorithms Create and Prevent Fake News: Exploring The Impacts of Social Media, Deepfakes, GPT-3, and More Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Noah Giansiracusa;	How Algorithms Create and Prevent Fake News	2021-01-01
221	Detection and Attribution of Synthetically Generated Deepfake Imagery Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: AI-generated deepfake images are a fast-growing challenge in media forensics, but conventional methods of recognising them are now inadequate and inappropriate. Identification and …	Brandon Khoo;		2021-01-01
222	Improving Generalization of Deepfake Detection with Domain Adaptive Batch Normalization Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake, a well-known face forgery technique, has raised serious concerns about personal privacy and social media security. Therefore, a plenty of deepfake detection methods come …	ZIXIN YIN et. al.	Proceedings of the 1st International Workshop on …	2021-01-01
223	Challenges and Applications of Face Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Lamyanba Laishram; Md. Maklachur Rahman; Soon Ki Jung;		2021-01-01
224	Deepfake E Violência Verbal Nos Comentários De Internautas No Facebook Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: O objetivo deste trabalho é analisar a violência verbal em comentários de deepfake no Facebook. Partimos da hipótese de que, diante do discurso satírico e tendencioso de uma …	Manoel Klebson de Andrade Oliveira; Andréa Moreira Gonçalves de Albuquerque; Dóris de Arruda Carneiro da Cunha;	Cadernos de Linguística	2021-01-01
225	Seeing Is Believing: Exploring Perceptual Differences in DeepFake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With AI on the boom, DeepFakes have emerged as a tool with a massive potential for abuse. The hyper-realistic imagery of these manipulated videos coupled with the expedited …	RASHID TAHIR et. al.	Proceedings of the 2021 CHI Conference on Human Factors in …	2021-01-01
226	How Media Literacy Competency Contribute to Political Participation Integrity Among Young People Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Emerging social media reported escalating political participation among young people in social media and stimulate their interest to become a media content producer. Young media …	Siti Nurshahidah Sah Allam; Mohd Sufiean Hassan; Abdul Rauf Ridzuan; Rosilawati Sultan Mohideen; Ilya Yasnorizar Ilyas;	International Journal of Academic Research in Business and …	2021-01-01
227	DmyT: Dummy Triplet Loss for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent progress in deep learning-based image generation has madeit easier to create convincing fake videos called deepfakes. Whilethe benefits of such technology are undeniable, …	Nicolas Beuve; Wassim Hamidouche; Olivier Deforges;	Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
228	Deepfake Detection Using Robust Spatial and Temporal Features from Facial Landmarks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Most current deepfake detectors may suffer the decrease of detection accuracy under common video processing like compression. To deal with this issue, we proposed a new way of …	Meng Li; Beibei Liu; Yongjian Hu; Liepiao Zhang; Shiqi Wang;	2021 IEEE International Workshop on Biometrics and …	2021-01-01
229	Hybrid Reality: The Rise of Deepfakes and Diverging Truths Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: While the manipulation of media has existed as long as their creation, recent advances in Artificial Intelligence (AI) have expedited the range of tampering techniques. Pictures, …	Miriam Meckel; Léa Steinacker;	Morals & Machines	2021-01-01
230	«Deepfakes»: El Pròxim Repte En La Detecció De Notícies Falses Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: A deepfake is a hyper-realistic video, digitally manipulated to represent people saying or doing things that never really happened. With the sophistication of techniques for …	Francisco José García-Ull;	Anàlisi	2021-01-01
231	MTD-Net: Learning to Detect Deepfakes Images By Multi-Scale Texture Difference Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the rapid development of face manipulation technology, it is difficult for human eyes to distinguish fake face images. On the contrary, Convolutional Neural Network (CNN) …	Jiachen Yang; Aiyun Li; Shuai Xiao; Wen Lu; Xinbo Gao;	IEEE Transactions on Information Forensics and Security	2021-01-01
232	ON THE EXPANSION OF LEGAL REGULATION IN THE FIELD OF ARTIFICIAL INTELLIGENCE: DEEPFAKE AS A THREAT TO NATIONAL SECURITY Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Alexander S. Kiselev;	Bulletin of the Moscow State Regional University …	2021-01-01
233	Deepfake Voices Can Fool Humans and Smart Assistants Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Chris Stokel-Walker;	New Scientist	2021-01-01
234	Deepfake E As Consequências Sociais Da Mecanização Da Desconfiança Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: O artigo tem origem em trabalhos anteriores que analisaram a crise de confiança na sociedade e como esta seria paradoxalmente impulsionada, em parte, por avanços como o …	Lucia Santaella; Marcelo de Mattos Salgado;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
235	Smart Watermark to Defend Against Deepfake Image Manipulation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake image manipulation has become a serious security threat to the social network. Currently, there are limited studies on protective methods that are against Deepfake image …	Luochen Lv;	2021 IEEE 6th International Conference on Computer and …	2021-01-01
236	Detecting DeepFake, FaceSwap and Face2Face Facial Forgeries Using Frequency CNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The face of a person plays a vital role in any communication or visual content. To enhance this visual content, popular and easy accessible editing tools are used. However, there …	Aditi Kohli; Abhinav Gupta;	Multim. Tools Appl.	2021-01-01
237	Potential Threat of Face Swapping to EKYC with Face Registration and Augmented Solution with Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Trong-Le Do; Mai-Khiem Tran; Huy H. Nguyen; Minh-Triet Tran;		2021-01-01
238	The Distinct Wrong of Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake technology presents significant ethical challenges. The ability to produce realistic looking and sounding video or audio files of people doing or saying things they did …	Adrienne de Ruiter;	Philosophy & Technology	2021-01-01
239	Face Swapping Consistency Transfer with Neural Identity Carrier Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake aims to swap a face of an image with someone else’s likeness in a reasonable manner. Existing methods usually perform deepfake frame by frame, thus ignoring video …	KUNLIN LIU et. al.	Future Internet	2021-01-01
240	Detecção De Deepfakes: Comparação De Desempenho De Modelos Treinados Com Múltiplas Bases De Dados Públicas Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Avanços na área de inteligência artificial têm permitido que conteúdos audiovisuais falsificados, conhecidos como deepfakes, sejam produzidos com alta qualidade visual. Esses …	Eduardo Silva Freitas; Rogerio Martins Gomes; Bruno André Santos; Natália Cosse Batista;	Anais do 15. Congresso Brasileiro de Inteligência …	2021-01-01
241	DeepfakeNet, An Efficient Deepfake Detection Method Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Different CNNs models do not perform well in deepfake detection in cross datasets. This paper proposes a deepfake detection model called DeepfakeNet, which consists of 20 network …	Dafeng Gong; Yogan Jaya Kumar; Ong Sing Goh; Zi Ye; Wanle Chi;		2021-01-01
242	Development and Application of Ethics Education STEAM Projects Using DeepFake Apps Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jung Hwang; Eunjeong Choe; Jeonghye Han;		2021-01-01
243	Multi Branch Deepfake Detection Based on Double Attention Mechanism Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the continuous development of artificial face technology, it is more and more difficult to distinguish true and false faces with naked eyes. This paper proposes a multi …	Donghui Du; Hua Cai; Guangqiu Chen; Haodong Shi;	2021 International Conference on Electronic Information …	2021-01-01
244	Artificial Intelligence for Peace: An Early Warning System for Mass Violence Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This chapter explores novel research conducted by scholars in artificial intelligence (AI) , peace studies, and political science who are collaborating to build sophisticated AI …	Michael Yankoski; William Theisen; Ernesto Verdeja; Walter J. Scheirer;		2021-01-01
245	Political Deepfakes Are As Credible As Other Fake Media And (Sometimes) Real Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: We demonstrate that fabricated videos of public officials synthesized by deep learning (“deepfakes”) are credible to a large portion of the American public – up to 50% of a …	Soubhik Barari; Christopher Lucas; Kevin Munger;		2021-01-01
246	Extended Reality (XR) Teaching in The Era of Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The use of existing and emerging technologies in teaching and learning provides the opportunity to present subject-area content using devices, programs, and venues in ways that …	Rebecca J. Blankenship;	Deep Fakes, Fake News, and Misinformation in Online …	2021-01-01
247	Deepfake Detection Using Capsule Networks and Long Short-Term Memory Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the recent advancements of technology, and in particular with graphics processing and artificial intelligence algorithms, fake media generation has become easier. Using deep …	Akul Mehra; Luuk J. Spreeuwers; Nicola Strisciuglio;		2021-01-01
248	Educational Responsibility in The Deepfake Era Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Choosing the right technologies to match student learning outcomes in today’s technology-integrated classrooms presents educators with multiple instructional design challenges …	Rebecca J. Blankenship;	Deep Fakes, Fake News, and Misinformation in Online …	2021-01-01
249	Animating Past Worlds Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Creating ‘past worlds’ is more than just creative flair or technical wizardry, it is the distillation of grounded heritage interpretation and reflection as applied to the creative …	William Michael Carter;	Virtual Heritage: A Concise Guide	2021-01-01
250	Deepfake and Digital Citizenship Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Artificial intelligence technologies are beneficial for individuals’ lives, but those technologies are also sources of mass and chaos. Due to hyper-realistic videos based on …	Seda Gökçe Turan;	Deep Fakes, Fake News, and Misinformation in Online …	2021-01-01
251	Schrodinger’s Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes have become an emerging threat to media. Many authors have identified social and digital media as a multimodal artifact. Others have identified the weaponization of that …	Paul Siegel;	Deep Fakes, Fake News, and Misinformation in Online …	2021-01-01
252	A Novel Extended Ripple and Cyberbullies Data Detection (E- RACYBDD) Framework to Mitigate Deep Fake Attacks on Social Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media is one of the topmost communications in the present world and some discomforts are also hidden in this. Social media is one of the platforms for cyberbullying. …	Bhimavarapu Usharani;	Deep Fakes, Fake News, and Misinformation in Online …	2021-01-01
253	Preventing DeepFake Attacks on Speaker Authentication By Dynamic Lip Movement Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent research has demonstrated that lip-based speaker authentication systems can not only achieve good authentication performance but also guarantee liveness. However, with …	Chen-Zhao Yang; Jun Ma; Shilin Wang; Alan Wee-Chung Liew;	IEEE Transactions on Information Forensics and Security	2021-01-01
254	Bots, Fake News, Fake Faces and Deepfakes: Automation, Under The Bias of Dromology, As A Sophisticated Form of Biopower to Influence The Democratic Election Process Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This article intends to examine, under the influx of technological advances, new forms of fake news, fake faces, and deepfakes that have been disseminated by social bots, among …	Jefferson Aparecido Dias; Heloisa Helou Doca; Fabiano Fernando da Silva;	Pensar – Revista de Ciências Jurídicas	2021-01-01
255	Deepfake in Face Perception Research Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Излагается современный метод коллажирования изображений с заменой лиц Deepfake это продукт искусственного интеллекта (AI) и нейросетевых технологий, с помощью которых можно …	V.A. Barabanschikov; M.M. Marinova;		2021-01-01
256	Attention Guided Spatio-Temporal Artifacts Extraction for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Zhibing Wang; Xin Li; Rongrong Ni; Yao Zhao;		2021-01-01
257	Don’t Trust Your Eyes: Image Manipulation in The Age of DeepFakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: We review the phenomenon of deepfakes, a novel technology enabling inexpensive manipulation of video material through the use of artificial intelligence, in the context of today’s …	Johannes Langguth; Konstantin Pogorelov; Stefan Brenner; Petra Filkuková; Daniel Thilo Schroeder;		2021-01-01
258	A Review of Deepfake Technology: An Emerging AI Threat Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mridul Sharma; Mandeep Kaur;	Advances in Intelligent Systems and Computing	2021-01-01
259	A Multi-Layer Capsule-based Forensics Model for Fake Detection of Digital Visual Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: the dangers generated from synthesized multimedia are increasing every day. The creation of the so-called Deepfakes multimedia is vastly evolving, making the detection task harder …	Samar Samir Khalil; Sherin M. Youssef; Sherine Nagy Saleh;	2020 International Conference on Communications, Signal …	2021-01-01
260	Deepfake Video Detection Using 3D-Attentional Inception Convolutional Neural Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Changlei Lu; Bin Liu; Wenbo Zhou; Qi Chu; Nenghai Yu;		2021-01-01
261	Deep Fake Recognition in Tweets Using Text Augmentation, Word Embeddings and Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Senait Gebremichael Tesfagergish; Robertas Damasevicius; Jurgita Kapociute-Dzikiene;		2021-01-01
262	Session Details: Session 2: Deepfake Generation Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Weiling Chen;	Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
263	Countermeasure Against Deepfake Using Steganography and Facial Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: As deepfake technology continues to advance at a rapid pace, there is a constant need to develop new methods to counteract its use. Physical copies of authentic items like signed …	Kyle Corcoran; Jacob Ressler; Ye Zhu;	Journal of Computer and Communications	2021-01-01
264	Satellite Image Deep Fake Creation and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Brandon Wachs;		2021-01-01
265	Deepfake Detection Using GAN Discriminators Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake videos are videos where the features of a person are replaced with the features of another person. Videos can be manipulated using powerful Deep Learning techniques. This …	Sai Ashrith Aduwala; Manish Arigala; Shivan Desai; Heng Jerry Quan; Magdalini Eirinaki;	2021 IEEE Seventh International Conference on Big Data …	2021-01-01
266	Detecting Manipulated Facial Videos: A Time Series Solution Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: We propose a new method to expose fake videos based on a time series solution. The method is based on bidirectional long short-term memory (Bi-LSTM) backbone architecture with two …	Zhewei Zhang; Can Mal; Bowen Ding; Meilin Gao;	2020 25th International Conference on Pattern Recognition …	2021-01-01
267	The Practice of Technological Deception in Videoconferencing Systems for Distance Learning and Ways to Counter It Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This article raises the problem of high-tech deception using video conferencing means during distance learning, which is of increased relevance due to the digitalization of the …	Petr A. Ukhov; Boris A. Dmitrochenko; Anatoly V. Ryapukhin;	Artificial Intelligence	2021-01-01
268	Session Details: Session 1: Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Pavel Korshunov;	Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
269	DeepFake Videos Detection Based on Texture Features Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Bozhi Xu; Jiarui Liu; Jifan Liang; Wei Lu; Yue Zhang;	Cmc-computers Materials & Continua	2021-01-01
270	CRIM’s System Description for The ASVSpoof2021 Challenge Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In this paper, we provide description of our submitted systems to the ASVSpoof2021 Challenge logical access attack and audio deep fake tasks. The challenge provides a difficult …	Woo Hyun Kang; Jahangir Alam; Abderrahim Fathan;	2021 Edition of the Automatic Speaker Verification and …	2021-01-01
271	Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: O termo “fake news” começou a povoar as mídias sociais, principalmente a partir de 2016, em função das eleições à presidência dos Estados Unidos. Estudos apontam que as notícias …	Thaïs Helena Falcão Botelho; Winfried Nöth;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
272	Demystifying Deepfakes Using Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Manipulation of images, videos and audios using face edit apps and web services have long been in use, since decades but recent advances in deep learning has led to rising AI …	Raj Kumar Singh; Prachi Vinod Sarda; Shruti Aggarwal; Dinesh Kumar Vishwakarma;	2021 5th International Conference on Computing …	2021-01-01
273	Dispelling Misconceptions and Characterizing The Failings of Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Neal Mangaokar; Atul Prakash;	IEEE Security & Privacy	2021-01-01
274	Deepfake Fight: AI-Powered Disinformation and Perfidy Under The Geneva Conventions Literature Review Related Patents Related Grants Related Orgs Related Experts Details	David Allen;	SSRN Electronic Journal	2021-01-01
275	Deepfake Detection By Exposing AI-Generated Fake Face Video Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Anushree Deshmukh; Sunil Wankhade;		2021-01-01
276	Deep Fake Geography? When Geospatial Data Encounter Artificial Intelligence Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: ABSTRACT The developing convergence of Artificial Intelligence and GIScience has raised a concern on the emergence of deep fake geography and its potentials in transforming human …	Bo Zhao; Shaozeng Zhang; Chunxue Xu; Yifan Sun; Chengbin Deng;	Cartography and Geographic Information Science	2021-01-01
277	Current Challenges and Applications of DeepFake Systems Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sandeep Bhat; Zeel Naman Shah; G. M. Siddesh;	Computer Vision and Recognition Systems Using Machine and …	2021-01-01
278	Conjecturing Fearful Futures: Journalistic Discourses on Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: ABSTRACT This paper investigates journalistic discourses on “deepfakes” as the future of fake news. We analyze journalistic discourses on deepfakes over an 18-month period from 1 …	Karin Wahl-Jorgensen; Matt Carlson;	Journalism Practice	2021-01-01
279	Do Deepfakes Feel Emotions? A Semantic Approach to Detecting Deepfakes Via Emotional Inconsistencies Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advances in deep learning and computer vision have spawned a new class of media forgeries known as deepfakes, which typically consist of artificially generated human faces …	BRIAN HOSLER et. al.	2021 IEEE/CVF Conference on Computer Vision and Pattern …	2021-01-01
280	Expression Transfer Using Flow-based Generative Models Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Among the different deepfake generation techniques, flow-based methods appear as natural candidates. Due to the property of invertibility, flow-based methods eliminate the …	Andrea Valenzuela; Carlos Segura; Vicenç Gómez;	2021 IEEE/CVF Conference on Computer Vision and Pattern …	2021-01-01
281	FOREIGN EXPERIENCE OF LEGAL REGULATION OF THE FIGHT AGAINST FAKE NEWS Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The article describes the role of the Internet in the modern information society. The negative consequences of the openness of this information and telecommunications network are …	Anna S. Zueva; Liana A. Makaeva;	SCIENTIFIC REVIEW. SERIES 1. ECONOMICS AND LAW	2021-01-01
282	Deepfakes Creation and Detection Using Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep learning has been used in a wide range of applications like computer vision, natural language processing and image detection. The advancement in deep learning algorithms in …	Hady A. Khalil; Shady A. Maged;	2021 International Mobile, Intelligent, and Ubiquitous …	2021-01-01
283	Spatio-Temporal Deepfake Detection with Deep Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Andrey Sebyakin; Vladimir Soloviev; Anatoly Zolotaryuk;		2021-01-01
284	Entre Ver E Crer Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Ao se analisar a deepfake sob a ótica histórica da produção artística, encontram–se paralelos no passado que podem ajudar a solucionar alguns dos desafios incitados pela nova …	Fabio De Paula Assis Junior; Ana Maria Di Grado Hessel;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
285	Detecting Deep-Fake Videos from Aural and Oral Dynamics Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: A face-swap deep fake replaces a person’s face – from eyebrows to chin – with another face. A lip-sync deep fake replaces a person’s mouth region to be consistent with an …	Shruti Agarwal; Hany Farid;	2021 IEEE/CVF Conference on Computer Vision and Pattern …	2021-01-01
286	Finding Facial Forgery Artifacts with Parts-Based Detectors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Manipulated videos, especially those where the identity of an individual has been modified using deep neural networks, are becoming an increasingly relevant threat in the modern …	Steven Schwarcz; Rama Chellappa;	2021 IEEE/CVF Conference on Computer Vision and Pattern …	2021-01-01
287	A Threat of Deepfakes As A Weapon on Digital Platform and Their Detection Methods Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Advances in machine learning, deep learning, and Artificial Intelligence(AI) allows people to exchange other people’s faces and voices in videos to make it look like what they did …	Manish Khichi; Rajesh Kumar Yadav;	2021 12th International Conference on Computing …	2021-01-01
288	Fake-buster: A Lightweight Solution for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advances in video manipulation techniques have made synthetic media creation more accessible than ever before. Nowadays, video edition is so realistic that we cannot rely …	Nathan Hubens; Matei Mancas; Bernard Gosselin; Marius Preda; Titus Zaharia;		2021-01-01
289	Deep-faking It: Generating and Detecting Synthetic Remote Sensing Imagery Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the media forensics research community, there is a prevailing belief that within 3-5 years, deepfake video portraits (i.e. videos of people talking) will become realistic …	Christopher X. Ren; Juston Moore; Amanda Ziemann; James Theiler;		2021-01-01
290	To Dally with Dalí: Deepfake (Inter)faces in The Art Museum Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This essay focuses on the nascent symbiotic relationship between deepfakes and art museums and galleries, as demonstrated by three case studies. The first one, housed at the Dalí …	Mihaela Mihailova;	Convergence: The International Journal of Research into New …	2021-01-01
291	Navigating The Maze: Deepfakes, Cognitive Ability, and Social Media News Skepticism Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The early apprehensions about how deepfakes (also deep fakes) could be weaponized for social and political purposes are now coming to pass. This study is one of the first to …	Saifuddin Ahmed;	New Media & Society	2021-01-01
292	Exposing DeepFake Videos Using Attention Based Convolutional LSTM Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The detection of face tampering in videos created by artificial intelligence techniques (commonly known as the Deep Fakes) has become an important and challenging task in network …	Yishan Su; Huawei Xia; Qi Liang; Weizhi Nie;	Neural Process. Lett.	2021-01-01
293	Numerical Analysis and Optimization Application Trend of Deepfake Video Inspection Technology Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Science and technology can be a double-edged sword. Novel digital technologies not only allow people to enjoy more digital achievements, but also make it increasingly difficult to …	Jiyu Xia; Man Hua;	Journal of Physics: Conference Series	2021-01-01
294	Yeni Nesil Tehdit: Derin Kurgu (DeepFake) Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Şebnem Özdemir;	TRT Akademi	2021-01-01
295	Governance and Ethics of AI Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract: In this article we discuss ways AI can be fruitful and inimical at the same time and consider hurdles in implementing ethics and governance of AI. We conclude with …	Atharv Jangam;	International Journal for Research in Applied Science and …	2021-01-01
296	Exposing Fake Faces Through Deep Neural Networks Combining Content and Trace Feature Extractors Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the breakthrough of computer vision and deep learning, there has been a surge of realistic-looking fake face media manipulated by AI such as DeepFake or Face2Face that …	Eunji Kim; Sungzoon Cho;	IEEE Access	2021-01-01
297	Deepfake Consumer Reviews in Tourism: Preliminary Findings Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Aarni Tuomi;		2021-01-01
298	Detecting Deepfakes with Haralick’s Texture Properties Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the recent years, the detection of deepfake videos has become a major topic in the field of digital media forensics, as the amount of such videos circulating on the internet …	Raphael Antonius Frick; Sascha Zmudzinski; Martin Steinebach;	Electronic Imaging	2021-01-01
299	Race and The Digital Face: Facial (mis)recognition in Gemini Man Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Ang Lee’s 2019 film Gemini Man features the most realistic digital human to grace the cinematic screen, specifically a computer-generated version of young Will Smith who battles …	Tanine Allison;	Convergence: The International Journal of Research into New …	2021-01-01
300	Known-unknown Data Augmentation Strategies for Detection of Logical Access, Physical Access and Speech Deepfake Attacks: ASVspoof 2021 Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Rohan Kumar Das;	2021 Edition of the Automatic Speaker Verification and …	2021-01-01
301	ASVspoof 2021: Accelerating Progress in Spoofed and Deepfake Speech Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: ASVspoof 2021 is the fourth edition in the series of biannual challenges which aim to promote the study of spoofing and the design of countermeasures to protect automatic speaker …	JUNICHI YAMAGISHI et. al.	ArXiv	2021-01-01
302	DeepFake Detection Using A Frame Based Approach Involving CNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This paper proposes a novel model to detect Deep-Fakes, which are hyper-realistic fake videos generated by advanced AI algorithms involving facial superimposition. With a growing …	Atmik Ajoy; Chethan U Mahindrakar; Dhanya Gowrish; Vinay A;	2021 Third International Conference on Inventive Research …	2021-01-01
303	Appearance Matters, So Does Audio: Revealing The Hidden Face Via Cross-Modality Transfer Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, there has been an exponential increase in the security concerns raised by faking face (e.g., deepfake), which automatically changes the identity with a specifically …	CHENQI KONG et. al.	IEEE Transactions on Circuits and Systems for Video …	2021-01-01
304	Deepfakes on Twitter: Which Actors Control Their Spread? Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The term deepfake was first used in a Reddit post in 2017 to refer to videos manipulated using artificial intelligence techniques and since then it is becoming easier to create …	Jesús Pérez Dasilva; Koldobika Meso Ayerdi; Terese Mendiguren Galdospin;	Media and Communication	2021-01-01
305	Super-resolution Reconstruction Detection Method for DeepFake Hard Compressed Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The forensics methods of DeepFake video generally use convolution neural networks. However, these methods perform poorly on hard compressed DeepFake datasets and make a large …	Lei Sun; Hongmeng Zhang; Xiuqing Mao; Song Guo; Yongjin Hu;		2021-01-01
306	Exposing Deepfake Videos By Tracking Eye Movements Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: It has recently become a major threat to the public media that fake videos are rapidly spreading over the Internet. The advent of Deepfake, a deep-learning based toolkit, has …	Meng Li; Beibei Liu; Yongjian Hu; Yufei Wang;	2020 25th International Conference on Pattern Recognition …	2021-01-01
307	Specificity of Representation of Fake Information in Audiovisual Media Content Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The situation of uncertainty, which became a consequence of the pandemic, forced the audience to actively interact with the media. This effect is especially noticeable in the …	A. M. Shesterina;	Vestnik NSU. Series: History and Philology	2021-01-01
308	The Shallow of Your Smile: The Ethics of Expressive Vocal Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Rapid technological advances in artificial intelligence are creating opportunities for real-time algorithmic modulations of a person’s facial and vocal expressions, or …	N Guerouaou; G Vaiva; Jean-Julien Aucouturier;		2021-01-01
309	Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes—manipulated or synthetic audiovisual media, mostly created using AI—are employed in a wide range of contexts: from politics to pornography, crime, business, law …	Maria Pawelec; Cora Bieß;		2021-01-01
310	Deepfake Video Detection By Using Convolutional Gated Recurrent Unit Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Rapid development in deep learning is making it easier to create fake videos known as “deepfake” videos in which human faces are swapped. Since deepfake videos are difficult to …	Yifeng Tu; Yang Liu; Xueming Li;	2021 13th International Conference on Machine Learning and …	2021-01-01
311	Deepfakes, Privacy, and Freedom of Speech Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Inauthentic media depictions can harm a person’s privacy and reputation and pose a risk to broader society, as well. “Deepfake” technology allows the creation of a type of …	Christa Laser; Eric Goldman;	SSRN Electronic Journal	2021-01-01
312	Countering Spoof: Towards Detecting Deepfake with Multidimensional Biological Signals Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The deepfake technology is conveniently abused with the low technology threshold, which may bring the huge social security risks. As GAN-based synthesis technology is becoming …	Xinlei Jin; Dengpan Ye; Chuanxi Chen;	Secur. Commun. Networks	2021-01-01
313	Forensic Verification and Detection of Fake Video Using Deep Fake Algorithm Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the course of the most recen years, the ascent in cell phones and interpersonal organizations has made computerized pictures and recordings basic advanced articles. per …	Prachi Kale;	International Journal for Research in Applied Science and …	2021-01-01
314	Combating Emerging Financial Risks in The Big Data Era: A Perspective Review Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract Big data technology has had a significant impact on new business and financial services: for example, GPS and Bluetooth inspire location-based services, and search and …	XUEQI CHENG et. al.	Fundamental Research	2021-01-01
315	Deepfake De Áudio Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: “Deepfake de áudio” faz parte do complexo de deepfakes, que é uma das formas das fake news (FN) que assolam o planeta no intuito de enganar os incautos. O objetivo do estudo é …	Magaly Parreira do Prado;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
316	Fighting AI-synthesized Fake Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent years have witnessed an unexpected and astonishing rise of AI-synthesized fake media (GAN synthesized faces, face-swap videos, and style transferred audios, commonly known …	Siwei Lyu;	Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
317	Irmãs Siamesas Fake News E Pós-verdade Expandidas Nas Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: A partir de 2016, a expressão fake news e sua parceira, pós-verdade, passaram crescentemente a tomar conta das mídias noticiosas e interpretativas, com muitas matérias publicadas …	Lucia Santaella;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
318	Channel-Wise Spatiotemporal Aggregation Technology for Face Video Forensics Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent progress in deep learning, in particular the generative models, makes it easier to synthesize sophisticated forged faces in videos, leading to severe threats on social …	Yujiang Lu; Yaju Liu; Jianwei Fei; Zhihua Xia;	Secur. Commun. Networks	2021-01-01
319	Beyond Deep Fakes: Conceptual Framework, Applications, and Research Agenda for Neural Rendering of Realistic Digital Faces Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Mike Seymour; Kai Riemer; Lingyao Yuan; Alan R. Dennis;		2021-01-01
320	O Direito À Imagem Na Era Das Deep Fakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: O objetivo do presente artigo e analisar o direito a imagem na atualidade, tendo em vista os avancos tecnologicos, e se valendo do recurso a uma perspectiva que contemple a …	Filipe Medon Medon;		2021-01-01
321	A Survey on Face Forgery Detection of Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the development of internet technology, artificial intelligence shows its rapid growth in recent year as well. More and more people pay attention to this field, including …	Ying Zhang; Feng Gao; Zichen Zhou; Hong Guo;		2021-01-01
322	A Survey on Video-Based Fake News Detection Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In today’s world, fake news identification is a critical problem. Fake news may exist in form of text, images and videos also. There are several techniques exist for fake news …	Ronak Agrawal; Dilip Kumar Sharma;	2021 8th International Conference on Computing for …	2021-01-01
323	Del Mito A La Viralidad Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Tema principal del artículo: El mito es un recurso ancestral, tradicionalmente usado en la publicidad. El deepfake, una tecnología novedosa y polémica que abre un extraordinario …	Isabel Palomo-Domínguez;	aDResearch ESIC International Journal of Communication …	2021-01-01
324	Disinformation, Social Media, Bots, and Astroturfing: The Fourth Wave of Digital Democracy Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This article reflects on the conceptualization and the salient features of the ecology of e-democracy. The authors identify four distinct waves marked by technological innovations …	Berta García-Orosa;	El Profesional de la información	2021-01-01
325	Falten, Ausschneiden Und Fertig Ist Das CNN Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: 51 \| 00:00:00 Start 00:00:34 Einfuhrung zu Convolutional Neural Networks 00:01:26 Beispiele und eingefuhrte Konzepte 00:01:32 Bilderkennung 00:03:23 Semantic Segmentation 00:05:36 …	Gabriela Molinar; Marco Stang;		2021-01-01
326	Detecting Deepfakes Using Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Images play an important role in defining human perception, and the power to manipulate such images gives immense power to malicious users. The new advancement in Artificial …	J C Dheeraj; Krutant Nandakumar; A V Aditya; B S Chethan; G C R Kartheek;	2021 International Conference on Recent Trends on …	2021-01-01
327	Recent Trends in Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Almost 59% of the world’s population is on the internet, and in 2020, globally, there were more than 3.81 billion individual social network users. Eighty-six percent of the …	Kerenalli Sudarshana; Mylarareddy C.;	Advances in Computational Intelligence and Robotics	2021-01-01
328	The Digital Face and Deepfakes on Screen Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Though long fundamental to portraiture, cinema, television, and surveillance, the human face is emerging as a central object of critical ambivalence in the digital era. Tensions …	Lisa Bode; Dominic Lees; Dan Golding;	Convergence: The International Journal of Research into New …	2021-01-01
329	Classification of Deepfake Videos Using Pre-trained Convolutional Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The advancement of Artificial Intelligence (AI) has brought a revolution in the field of information technology. Furthermore, AI has empowered the new applications to run with …	MOMINA MASOOD et. al.	2021 International Conference on Digital Futures and …	2021-01-01
330	Delineating Non-consensual Sexual Image Offending: Towards An Empirical Approach Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract The topic of non-consensual sexual images has become an increasingly important issue within the social policy landscape. Social and legal scholars have advocated for …	Craig A. Harper; Dean Fido; Dominic Petronzi;	Aggression and Violent Behavior	2021-01-01
331	FakeFilter: A Cross-distribution Deepfake Detection System with Domain Adaptation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abuse of face swap techniques poses serious threats to the integrity and authenticity of digital visual media. More alarmingly, fake images or videos created by deep learning …	JIANGUO JIANG et. al.	J. Comput. Secur.	2021-01-01
332	Blockchain Based Approach for Tackling Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The technological advancements and a qualitative improvement in the field of artificial intelligence and deep learning leads to the creation of realistic-looking but phoney …	Ujwal Patil; Prof. P. M. Chouragade;		2021-01-01
333	DEEPFAKE AS A PHENOMENON OF POLITICAL COMMUNICATION Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The development of digital technologies, coupled with progress in the development of self-learning programs based on AI (Artificial Intelligence), has obvious advantages in …	М. Falaleev; N. Sitdikova; Е. Nechay;	Transbaikal State University Journal	2021-01-01
334	Social Media and Fake News Impact on Social Movements Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media has become the favored digital communication channel and offers many advantages, such as spreading information faster than conventional media. However, social media’s …	Heather C. Webb; Manal Emam;		2021-01-01
335	An Effective Blockchain Technique to Resist Against Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, with growth in artificial intelligence as well in deep learning, fake digital data like images, footage, videos and audios has escalated. This fake data is termed as …	Ujwal Patil; P.M. Chouragade; Premchand Ambhore;	2021 Third International Conference on Inventive Research …	2021-01-01
336	Deepfake: An Overview Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advancements in digital technologies have significantly increased the quality and capability to produce realistic images and videos using highly advanced computer graphics …	Anupama Chadha; Vaibhav Kumar; Sonu Kashyap; Mayank Gupta;		2021-01-01
337	An Overview of Face Deep Forgery Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the rise of deep learning and the improvement of computer computing power, many interesting topics have emerged in the field of DeepFake in recent years. Deep forgery …	Li Xinwei; Guo Jinlin; Chen Junnan;	2021 International Conference on Computer Engineering and …	2021-01-01
338	Global and Temporal-Frequency Attention Based Network in Audio Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	WANG CHENGLONG et. al.	Journal of Computer Research and Development	2021-01-01
339	Automated Face Detection And Swapping In Video Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Face was used as one of the normal behaviors for identifying humans. It generally stays a challenge to cause a computer framework to carry on like how a human senses things. We …	Jayant Patel; Amruth Shetty; Amar Vishwakarma; Vishakha Shelke;		2021-01-01
340	Deep Fake : An Understanding of Fake Images and Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The Deepfake algorithm allows its user to create fake images, audios, videos that gives very real impression but is fake in real sense. This degree of technology is achieved due …	Shweta Negi; Mydhili Jayachandran; Shikha Upadhyay;		2021-01-01
341	ADGD’21: 1st Workshop on Synthetic Multimedia – Audiovisual Deepfake Generation and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes, i.e.synthetic or fake media content generated using deep learning, are a double-edged sword. On one hand, they pose new threats and risks in the form of scams, fraud, …	Stefan Winkler; Weiling Chen; Abhinav Dhall; Pavel Korshunov;	Proceedings of the 29th ACM International Conference on …	2021-01-01
342	A Survey on Deepfake Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Peipeng Yu; Zhihua Xia; Jianwei Fei; Yujiang Lu;	IET Biometrics	2021-01-01
343	Detection Analysis of DeepFake Technology By Reverse Engineering Approach (DREA) of Feature Matching Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Sonya Burroughs; Kaushik Roy; Balakrishna Gokaraju; Khoa Luu;		2021-01-01
344	Deepfake Detection Method Based on Cross-Domain Fusion Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years, despite its wide use in various fields, deepfake has been abused to generate hazardous contents such as fake movies, rumors, and fake news by manipulating or …	Fang Sun; Niuniu Zhang; Pan Xu; Zengren Song;	Security and Communication Networks	2021-01-01
345	Deepfakes, Counterfeits, and Personality Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes are synthetic audiovisual content generated by machine learning that can be used to simulate highly convincing representations of real people doing and saying things …	Elizabeth F. Judge; Amir M. Korhani;	SSRN Electronic Journal	2021-01-01
346	Deepfake Videos Detection Based on Image Segmentation with Deep Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the rapid development of deep learning technology, videos with changed faces generated by deep neural networks (i.e., Deepfake videos) become more and more indistinguishable. …	Yongjian Hu; Yifei Gao; Beibei Liu; Guangjun Liao;		2021-01-01
347	Proceedings of The 1st Workshop on Synthetic Multimedia – Audiovisual Deepfake Generation and Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details		Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
348	Comparison Multi Transfer Learning Models for Deep Fake Image Recognizer Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The advancement of technologies nowadays cause image digitally to become essential as an official document many available applications used for image editing. Those applications …	NUR AIZAH ROSLI et. al.	2021 3rd International Cyber Resilience Conference (CRC)	2021-01-01
349	Deepfake Portraits in Augmented Reality for Museum Exhibits Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In a collaboration with the Georgia Peanut Commission’s Education Center and museum in Georgia, USA, we developed an augmented reality app to guide visitors through the museum and …	Nathan Wynn; Kyle Johnsen; Nick Gonzalez;	2021 IEEE International Symposium on Mixed and Augmented …	2021-01-01
350	DeepFake Videos Detection Using Self-Supervised Decoupling Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With wide applications of facial manipulation technology, fake images and videos are becoming a great public concern. Although existing methods for face forgery detection could …	Jian Zhang; Jiangqun Ni; Hao Xie;	2021 IEEE International Conference on Multimedia and Expo …	2021-01-01
351	A Lightweight 3D Convolutional Neural Network for Deepfake Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The rapid development of DeepFake technologies has brought great challenges to the authenticity of video contents. It is of vital importance to develop DeepFake detection methods, …	Jiarui Liu; Kaiman Zhu; Wei Lu; Xiangyang Luo; Xianfeng Zhao;	International Journal of Intelligent Systems	2021-01-01
352	Detecting and Combating Deep Fakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: On November 24, 2020, Dr. Hany Farid presented Detecting and Combating Deep Fakes at the 2020 CASIS West Coast Security Conference. The presentation was followed by a group panel …	Hany Farid;		2021-01-01
353	Understanding The Association of Personal Outlook in Free Speech Regulation and The Risk of Being Mis/Disinformed Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This paper explores the relationship between a person’s outlook on the issues of freedom of speech (IV1), fake news regulation (IV2), and the risk of him/her falling prey to …	Kevin Matthe Caramancion;	2021 IEEE World AI IoT Congress (AIIoT)	2021-01-01
354	Deepfake Video Authentication Based on Blockchain Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Nowadays, it is difficult to predict the information such as news and videos on the internet is real or not and people are increasingly sharing it on social media without thinking …	Ujwal Patil; P.M. Chouragade;	2021 Second International Conference on Electronics and …	2021-01-01
355	Europol: The AI Hacker Threat to Biometrics Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: BTT’s Tim Ring reports on a deep-dive study into how cybercriminals are using deepfakes and other AI technology to defeat the face and voice recognition security used by banks, …	Tim Ring;	Biometric Technology Today	2021-01-01
356	Fighting Deepfakes Using Body Language Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent improvements in deepfake creation have made deepfake videos more realistic. Moreover, open-source software has made deepfake creation more accessible, which reduces the …	Robail Yasrab; Wanqi Jiang; Adnan Riaz;		2021-01-01
357	Deep Fakes, Fake News, and Misinformation in Online Teaching and Learning Technologies Literature Review Related Patents Related Grants Related Orgs Related Experts Details		Advances in Educational Technologies and Instructional …	2021-01-01
358	Deepfake Warnings for Political Videos Increase Disbelief But Do Not Improve Discernment: Evidence from Two Experiments Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advances in machine learning have led to the development of the “deepfake,” a convincingly realistic, computer-generated video of a public figure saying something they have …	John Ternovski; Joshua Kalla; Peter Michael Aronow;		2021-01-01
359	DeepFake Electrocardiograms: The Beginning of The End for Privacy Issues in Medicine Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Big data is needed to implement personalized medicine, but privacy issues are a prevalent problem for collecting data and sharing them between researchers. A solution is synthetic …	V. L. THAMBAWITA et. al.		2021-01-01
360	Optical Flow Based CNN for Detection of Unlearnt Deepfake Manipulations Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract A new phenomenon named Deepfakes constitutes a serious threat in video manipulation. AI-based technologies have provided easy-to-use methods to create extremely realistic …	Roberto Caldelli; Leonardo Galteri; Irene Amerini; Alberto Del Bimbo;	Pattern Recognit. Lett.	2021-01-01
361	A Dataset of Photos and Videos for Digital Forensics Analysis Using Machine Learning Processing Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake and manipulated digital photos and videos are being increasingly used in a myriad of cybercrimes. Ransomware, the dissemination of fake news, and digital …	Sara Ferreira; Mário Antunes; Manuel Eduardo Correia;	Data	2021-01-01
362	The Development of Fake News in The Post-Truth Age Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This study aims to provide a complete picture of the development of fake news during this post-truth era. Authors use a qualitative approach with a literature study method. …	Munadhil Abdul Muqsith; Rizky Ridho Pratomo;		2021-01-01
363	Media Forensics Considerations on DeepFake Detection with Hand-Crafted Features Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: DeepFake detection is a novel task for media forensics and is currently receiving a lot of research attention due to the threat these targeted video manipulations propose to the …	Dennis Siegel; Christian Kraetzer; Stefan Seidlitz; Jana Dittmann;	Journal of Imaging	2021-01-01
364	Exposing Manipulated Photos and Videos in Digital Forensics Analysis Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Tampered multimedia content is being increasingly used in a broad range of cybercrime activities. The spread of fake news, misinformation, digital kidnapping, and …	Sara Ferreira; Mário Antunes; Manuel E. Correia;	Journal of Imaging	2021-01-01
365	Anti-Counterfeit Handwritten Signature Via DCGAN with SGPD Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years, the growth of machine learning makes the computer can learn many things by using artificial intelligence. One method that is feared nowadays is the computer’s …	Hendry; Daniel Herman Fredy Manongga; Yessica Nataliani; Theopilus Hermanus Wellem;	2021 7th International Conference on Applied System …	2021-01-01
366	How Are Deepfake Videos Detected? An Initial User Study Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nyein Nyein Thaw; Thin July; Aye Nu Wai; Dion Hoe-Lian Goh; Alton Yeow-Kuan Chua;		2021-01-01
367	The Demographic Profile Most at Risk of Being Disinformed Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This paper explores the relationship between a person’s demographic data, age (IV1), gender (IV2), ethnicity (IV3), and political ideology (IV4), and the risk of him/her falling …	Kevin Matthe Caramancion;	2021 IEEE International IOT, Electronics and Mechatronics …	2021-01-01
368	FeatureTransfer: Unsupervised Domain Adaptation for Cross-Domain Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, various Deepfake detection methods have been proposed, and most of them are based on convolutional neural networks (CNNs). (ese detection methods suffer from overfitting …	Baoying Chen; Shunquan Tan;	Secur. Commun. Networks	2021-01-01
369	DISINFORMATION DECONSTRUCTEDCOGNITION SECURITY AND DIGITAL CONTROL Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake News and Deepfakes have lately been highlighted in informative videos, research papers and literature reviews as tools for disinformation, along with filter bubble and echo …	Maria Magdalena POPESCU;	SERIES VII – SOCIAL SCIENCES AND LAW	2021-01-01
370	Detecting Compressed Deepfake Videos in Social Networks Using Frame-Temporality Two-Stream Convolutional Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The development of technologies that can generate Deepfake videos is expanding rapidly. These videos are easily synthesized without leaving obvious traces of manipulation. Though …	Juan Hu; Xin Liao; Wei Wang; Zheng Qin;	IEEE Transactions on Circuits and Systems for Video …	2021-01-01
371	A Deep Learning Framework for Audio Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Janavi Khochare; Chaitali Joshi; Bakul Yenarkar; Shraddha Suratkar; Faruk Kazi;	Arabian Journal for Science and Engineering	2021-01-01
372	ON CONTROLLING FAKES, DEEPFAKES, FAKE ACCOUNTS IN THE INTERNET Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the information society, information is the basis for decision-making at all levels. However, in post-truth society, fake news and deepfakes are often created and distributed …	N. R. Krasovskaya; A. A. Gulyaev;		2021-01-01
373	Fooled By The Fakes: Cognitive Differences in Perceived Claim Accuracy and Sharing Intention of Non-political Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract We examine how individual differences influence perceived accuracy of deepfake claims and sharing intention. Rather than political deepfakes, we use a non-political …	Saifuddin Ahmed;	Personality and Individual Differences	2021-01-01
374	Deepfakes Detection Techniques Using Deep Learning: A Survey Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep learning is an effective and useful technique that has been widely applied in a variety of fields, including computer vision, machine vision, and natural language processing. …	Abdulqader M. Almars;	Journal of Computational Chemistry	2021-01-01
375	Real Vs Fake Faces: DeepFakes and Face Morphing Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jacob L. Dameron;		2021-01-01
376	Deepfake Deception Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Noah Giansiracusa;	How Algorithms Create and Prevent Fake News	2021-01-01
377	Fighting Fake News: Two Stream Network for Deepfake Detection Via Learnable SRM Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Benefitting from the development of deep generative networks, modern fake news generation methods called Deepfake rapidly go viral over the Internet, calling for efficient …	Bing Han; Xiaoguang Han; Hua Zhang; Jingzhi Li; Xiaochun Cao;	IEEE Transactions on Biometrics, Behavior, and Identity …	2021-01-01
378	CLASSIFICATION OF ATTACK MECHANISMS AND RESEARCH OF PROTECTION METHODS FOR SYSTEMS USING MACHINE LEARNING AND ARTIFICIAL INTELLIGENCE ALGORITHMS Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This article provides a complete classification of attacks using artificial intelligence. Three main identified sections were considered: attacks on information systems and …	VOLODIN ILYA V.; PUTYATO MICHAEL M.; MAKARYAN ALEXANDER S.; EVGLEVSKY VYACHESLAV YU.;	CASPIAN JOURNAL: Control and High Technologies	2021-01-01
379	DEEPFAKE DETECTION USING COMPUTER VISION Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: These days, a problem of AI-generated face swapping videos are rising rapidly, also known as the DeepFakes. These kinds of videos create threats to privacy of a specific person, …	Ankit Mishra; Aman Verma; Arunav Dey; Abhay Singh;	International Journal of Engineering Applied Sciences and …	2021-01-01
380	Multi-Layer Fusion Neural Network for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, the spread of videos forged by deepfake tools has been widely concerning, and effective ways for detecting them are urgently needed. It is known that such artificial …	Zheng Zhao; Penghui Wang; Wei Lu;	International Journal of Digital Crime and Forensics	2021-01-01
381	Does Mixed Reality Have A Cassandra Complex? Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recently, great steps have been taken in making virtual, augmented, and mixed reality (we refer to three realities as XR) technologies accessible to a broad and diverse end user …	Daniel J. Finnegan; Alexia Zoumpoulaki; Parisa Eslambolchilar;		2021-01-01
382	Spotting Deepfakes and Face Manipulations By Fusing Features from Multi-Stream CNNs Models Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake is one of the applications that is deemed harmful. Deepfakes are a sort of image or video manipulation in which a person’s image is changed or swapped with that of …	Semih Yavuzkilic; Abdulkadir Sengür; Zahid Akhtar; Kamran Siddique;	Symmetry	2021-01-01
383	DISSIMILAR: Towards Fake News Detection Using Information Hiding, Signal Processing and Machine Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Digital media have changed the classical model of mass media that considers the transmitter of a message and a passive receiver, to a model where users of the digital media can …	David Megías; Minoru Kuribayashi; Andrea Rosales; Wojciech Mazurczyk;	The 16th International Conference on Availability, …	2021-01-01
384	Deep Neural Networks Based Error Level Analysis for Lossless Image Compression Based Forgery Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The proposed model is implemented in deep learning based on counterfeit feature extraction and Error Level Analysis (ELA) techniques. Error level analysis is used to improve the …	Chintakrindi Geaya Sri; Shahana Bano; Tinnavalli Deepika; Nehanth Kola; Yerramreddy Lakshmi Pranathi;	2021 International Conference on Intelligent Technologies …	2021-01-01
385	Deepfake Detection Using Rationale-augmented Convolutional Neural Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake network is a prominent topic of research as an application to various systems about security measures. Although there have been many recent advancements in facial …	Saadaldeen Rashid Ahmed Ahmed; Emrullah Sonuç;	Applied Nanoscience	2021-01-01
386	Learning Diverse Local Patterns for Deepfake Detection with Image-level Supervision Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: To prevent the Deepfake-like videos from spreading, researchers have proposed many anti-forgery methods. However, most approaches require pixel-wise annotation, which conflicts …	HEFEI LING et. al.	2021 International Joint Conference on Neural Networks …	2021-01-01
387	Some Cases of Object Tracking Parametrs Optimization in Video Stream Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Object tracking in video stream can be used in many ways such as face recognition in photos, creating deepfake videos, augmented reality. A significant part of the object tracking …	Mark Kornachuk; Alexey D. Egorov;	2021 IEEE Conference of Russian Young Researchers in …	2021-01-01
388	The Deep Realness of Deepfake Pornography: Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Shaka McGlotten; Susanna Paasonen; Jonh Paul Stadler;		2021-01-01
389	Deepfake Privacy: Attitudes and Regulation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Using only a series of images of a person’s face and publicly available software, it is now possible to insert the person into a video and show them saying or doing almost …	Matthew B. Kugler; Carly Pace;	SSRN Electronic Journal	2021-01-01
390	Data Ethics: Facts and Fiction Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Data ethics is probably one of the areas in big data with most compelling questions still unanswered. With technology advancing at a rapid paste the danger is for data ethics to …	Fady A. Harfoush;	Management for Professionals	2021-01-01
391	Deepfakes and Face Swapping Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: There is likely no more controversial application of generative modeling than creating fake faces or applying the technology to swap faces. This technique is colloquially known as …	Micheal Lanham;	Generating a New Reality	2021-01-01
392	Desinformação, Plataformas, Pandemia: Um Panorama E Novos Desafios De Pesquisa Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Este texto de abertura do dossiê Desinformação em Plataformas Digitais no Contexto da Pandemia tem como objetivo inicial promover diálogos entre as reflexões e as pesquisas …	Carlos Frederico de Brito D’Andréa; Ronaldo Henn;	Fronteiras – estudos midiáticos	2021-01-01
393	Face Manipulation with Generative Adversarial Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Generative adversarial network has appeared as an effective image manipulation tool in recent years and has been widely used. The GAN-based manipulation of face images is also …	Longpeng Xu;	Journal of Physics: Conference Series	2021-01-01
394	Deepfake and Security of Video Conferences Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep learning is widely used to create artificial contents on the Internet. Similarly, it is also used to detect fake contents. Fake frames created and integrated with deep …	AHMET SEMIH UÇAN et. al.	2021 6th International Conference on Computer Science and …	2021-01-01
395	Latent Vector Recovery of Audio GANs with Application in Deepfake Audio Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Advanced Generative Adversarial Networks (GANs) are remarkable in generating in- telligible audio from a random latent vector. In this paper, we examine the task of recovering the …	Nicky Bayat; Vahid Reza Khazaie; Andrew Keyes; Yalda Mohsenzadeh;	Proceedings of the Canadian Conference on Artificial …	2021-01-01
396	Who Inadvertently Shares Deepfakes? Analyzing The Role of Political Interest, Cognitive Ability, and Social Network Size IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract The social and democratic implications of deepfakes (also deep fakes) technology are widely debated in the United States and elsewhere. Yet, we know surprisingly little …	Saifuddin Ahmed;	Telematics Informatics	2021-01-01
397	Detecting Deepfake Videos By Visual-audio Synchronism: Work-in-progress Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Different to traditional works on frame-level features and temporal characteristics, we propose a deepfake video detection method based on visual-audio synchronism, which compares …	Zhufeng Fan; Jinyu Zhan; Wei Jiang;	Proceedings of the 2021 International Conference on …	2021-01-01
398	Learning Spatio-temporal Features to Detect Manipulated Facial Videos Created By The Deepfake Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Nguyen Xuan Hau; Thai Son Tran; Le Van Thinh; Kim Duy Nguyen; Dinhtu Truong;	Digit. Investig.	2021-01-01
399	High Performance DeepFake Video Detection on CNN-Based with Attention Target-Specific Regions and Manual Distillation Extraction Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The rapid development of deep learning models that can produce and synthesize hyper-realistic videos are known as DeepFakes. Moreover, the growth of forgery data has prompted …	Van-Nhan Tran; Suk-Hwan Lee; Hoanh-Su Le; Ki-Ryong Kwon;	Applied Sciences	2021-01-01
400	Deepfakes Na Perspectiva Da Semiótica Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: As notícias falsas são uma arma de desinformação conhecida, capaz de ameaçar o estado democrático. Em um momento em que as mídias tradicionais são constantemente atacadas e …	Carlos Eduardo de Souza; Lucia Santaella;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
401	Detection of Machine Generated Multimedia Elements Using Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With recent advancements in Deep Learning [DL], many useful tasks like text recognition, speech recognition and many more tasks can be easily done using machines. Such …	Bhavik Sanghvi; Harsh Shelar; Mridul Pandey; Jignesh Sisodia;	2021 5th International Conference on Computing …	2021-01-01
402	Deepfake Phenomenon: An Advanced Form of Fake News and Its Implications on Reliable Journalism Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the era of distinctly new media-marked social reality, the process of dissemination of disinformation is becoming an increasingly common phenomenon. As one of the technological …	Amina Vatreš;	Društvene i humanističke studije (Online)	2021-01-01
403	The Shallow of Your Smile: The Ethics of Expressive Vocal Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Rapid technological advances in artificial intelligence are creating opportunities for real-time algorithmic modulations of a person’s facial and vocal expressions, or “deep- …	Nadia Guerouaou; Guillaume Vaiva; Jean-Julien Aucouturier;		2021-01-01
404	Exposing Vulnerabilities of Deepfake Detection Systems with Robust Attacks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advances in video manipulation techniques have made the generation of fake videos more accessible than ever before. Manipulated videos can fuel disinformation and reduce …	SHEHZEEN HUSSAIN et. al.	Digital Threats: Research and Practice	2021-01-01
405	Visually Maintained Image Disturbance Against Deepfake Face Swapping Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Junhao Dong; Xiaohua Xie;	2021 IEEE International Conference on Multimedia and Expo …	2021-01-01
406	Sobre El Deepfake De Anthony Bourdain: ¿Así O Más Perturbador? Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Aunque jurídicamente, algunos ordenamientos (como el español, por ejemplo) incluyen disposiciones expresas que permiten el uso post mortem de la imagen (y, por tanto, de la voz) …	Michelle Azuaje Pirela;		2021-01-01
407	Aspek Hukum Internasional Dalam Pemanfaatan Deepfake Technology Terhadap Perlindungan Data Pribadi Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Tujuan penelitian ini adalah untuk mengetahui bagaimanakah aspek-aspek hukum internasional dalam pemanfaatan Deepfake Technology terhadap perlindungan data pribadi dan dampaknya …	Muhammad Ariq Abir Jufri; Akbar Kurnia Putra;	Uti Possidetis: Journal of International Law	2021-01-01
408	Deepfaking Keanu: YouTube Deepfakes, Platform Visual Effects, and The Complexity of Reception Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: On July 14, 2019, a 3-minute 36-second video titled “Keanu Reeves Stops A ROBBERY!” was released on YouTube visual effects (VFX) channel, Corridor. The video’s click-bait title …	Lisa Bode;	Convergence: The International Journal of Research into New …	2021-01-01
409	Beyond Deepfake Technology Fear: On Its Positive Uses for Livestock Farming Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfake technologies are known for the creation of forged celebrity pornography, face and voice swaps, and other fake media content. Despite the negative connotations the …	Suresh Neethirajan;		2021-01-01
410	ICaps-Dfake: An Integrated Capsule-Based Model for Deepfake Image and Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake media is spreading like wildfire all over the internet as a result of the great advancement in deepfake creation tools and the huge interest researchers and corporations are …	Samar Samir Khalil; Sherin M. Youssef; Sherine Nagy Saleh;	Future Internet	2021-01-01
411	Deepfake E A Realidade Sintetizada Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: As tecnologias deepfake, nas quais os computadores são treinados para manipular áudio e imagens em um nível cada vez mais impressionante de perfeição, estão sendo desenvolvidas a …	Patrícia Fonseca Fanaya;	TECCOGS: Revista Digital de Tecnologias Cognitivas	2021-01-01
412	Deepfake Video Detection with Facial Features and Long-Short Term Memory Deep Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Generative models have evolved immensely in the last few years. GAN-based video and image generation has become very accessible due to open source software available to anyone, …	Dan-Cristian Stanciu; Bogdan Ionescu;	2021 International Symposium on Signals, Circuits and …	2021-01-01
413	Detection of Deepfake Images Created Using Generative Adversarial Networks: A Review Literature Review Related Patents Related Grants Related Orgs Related Experts Details	K. Remya Revi; K. R. Vidya; M. Wilscy;		2021-01-01
414	PRNU-based Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: As deepfakes become harder to detect by humans, more reliable detection methods are required to fight the spread of fake images and videos. In our work, we focus on PRNU-based …	Florian Lugstein; Simon Baier; Gregor Bachinger; Andreas Uhl;	Proceedings of the 2021 ACM Workshop on Information Hiding …	2021-01-01
415	DeepFake Creation and Detection:A Survey Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: DeepFake has become very popular of late. The term DeepFake refers to any multimedia content generated using deep learning technology appearing realistic to people. Despite the …	Swathi P; Saritha Sk;	2021 Third International Conference on Inventive Research …	2021-01-01
416	ADD: Attention-Based DeepFake Detection Approach Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Recent advancements of Generative Adversarial Networks (GANs) pose emerging yet serious privacy risks threatening digital media’s integrity and trustworthiness, specifically …	Aminollah Khormali; Jiann-Shiun Yuan;	Big Data and Cognitive Computing	2021-01-01
417	Surface Nanostructures for Engineering Spectral Responsivity in Imaging Sensor Pixels for Combatting Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Current deepfake production methods use auto-encoders augmented by a generative adversarial network (GAN) to create fraudulent but convincing video footage. Developing neural …	Lisa McPhillips; Ahasan Ahamed; Cesar Bartolo-Perez; M. Saif Islam;		2021-01-01
418	Swapping Face Images with Generative Neural Networks for Deepfake Technology – Experimental Study Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Michał Zendran; Andrzej Rusiecki;		2021-01-01
419	Deepfake Portrait Image Generation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the prevailing of deep learning technology, especially generative adversarial networks (GAN), generating photo-realistic facial images has made huge progress. Image …	Jianfei Cai;	Proceedings of the 1st Workshop on Synthetic Multimedia – …	2021-01-01
420	A Machine Learning Based Approach for Deepfake Detection in Social Media Through Key Video Frame Extraction Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Received:01 October 2020 /Accepted:date Abstract In the last few years, with the advent of deepfake videos, image forgery has become a serious threat. In a deepfake video, a …	Alakananda Mitra; Saraju P. Mohanty; Peter Corcoran; Elias Kougianos;	SN Comput. Sci.	2021-01-01
421	La Minaccia Del Deepfake Ed I Rischi Per La Cybersecurity Delle Organizzazioni Economiche : Un Approccio Pratico Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Elisabetta Stringhi;		2021-01-01
422	Deepfake Video Detection By Combining Convolutional Neural Network (CNN) and Recurrent Neural Network (RNN) Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Nowadays, people are facing an emerging problem called deepfake videos. These videos were created using deep learning technology. Some are created just for fun, while others are …	Yunes Al-Dhabi; Shuang Zhang;	2021 IEEE International Conference on Computer Science, …	2021-01-01
423	A Fight Against The Dissemination of Deepfakes in Other Countries: Criminal and Criminological Aspects Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The authors analyze a relatively new phenomenon of spreading realistic audiovisual fake materials (deepfakes). This socially dangerous phenomenon is not reflected in the Russian …	Roman Dremliuga; Alexander Korobeev;	Russian Journal of Criminology	2021-01-01
424	DeepFake Face Video Detection Using Hybrid Deep Residual Networks and LSTM Architecture Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Semih Yavuzkiliç; Zahid Akhtar; Abdulkadir Sengür; Kamran Siddique;		2021-01-01
425	EEG-Based Analysis of The Impact of Familiarity in The Perception of Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jan-Philipp Tauscher; Susana Castillo; Sebastian Bosse; Marcus Magnor;		2021-01-01
426	Rewriting The Stars: Surface Tensions and Gender Troubles in The Online Media Production of Digital Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This article examines a cross-section of viral Deepfake videos that utilise the recognisable physiognomies of Hollywood film stars to exhibit the representative possibilities of …	Christopher Holliday;	Convergence: The International Journal of Research into New …	2021-01-01
427	Soluciones Educativas Frente A Los Dilemas Éticos Del Uso De La Tecnología Deep Fake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Profound falsifications constitute a technological evolution, which expresses a radical change in the way information is produced, disseminated and inadequately used. This could …	Mario González Arencibia; Dagmaris Martínez Cardero;		2021-01-01
428	Fake Face Detection Via Adaptive Manipulation Traces Extraction Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the proliferation of face image manipulation (FIM) techniques such as Face2Face and Deepfake, more fake face images are spreading over the internet, which brings serious …	Zhiqing Guo; Gaobo Yang; Jiyou Chen; Xingming Sun;	Comput. Vis. Image Underst.	2021-01-01
429	Verify It Yourself: A Note on Activation Functions’ Influence on Fast DeepFake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: DeepFakes are videos that include maliciously added in the postprocessing changes, quite often substituting face of a portrayed individual with a different face using neural …	Piotr Kawa; Piotr Syga;		2021-01-01
430	Eff-YNet: A Dual Task Network for DeepFake Detection and Segmentation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Advances in generative models and manipulation techniques have given rise to digitally altered videos known as deepfakes. These videos are difficult to identify for both humans …	Eric Tjon; Melody Moh; Teng-Sheng Moh;	2021 15th International Conference on Ubiquitous …	2021-01-01
431	Awareness to Deepfake: A Resistance Mechanism to Deepfake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The goal of this study is to find whether exposure to Deepfake videos makes people better at detecting Deepfake videos and whether it is a better strategy against fighting …	Mohammad Faisal Bin Ahmed; M. Saef Ullah Miah; Abhijit Bhowmik; Juniada Binti Sulaiman;	2021 International Congress of Advanced Technology and …	2021-01-01
432	Generative Adversarial Neural Networks and Deep Learning: Successful Cases and Advanced Approaches Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Cross-domain artificial intelligence (AI) frameworks are the keys to amplify progress in science. Cutting edge deep learning methods offer novel opportunities for retrieving, …	Oleksandr Striuk; Yuriy P. Kondratenko;	International Journal of Computing	2021-01-01
433	From Deepfake to Psychotherapy: The Aesthetics of Deception Today Literature Review Related Patents Related Grants Related Orgs Related Experts Details		The Ancient Aesthetics of Deception	2021-01-01
434	Improving The Generalization Ability of Deepfake Detection Via Disentangled Representation Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Jiashang Hu; Shilin Wang; Xiaoyong Li;		2021-01-01
435	Protecting The Global Information Space in Times of Armed Conflict Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The legal implications of digital information warfare in the context of armed conflict have so far received only scarce attention. This paper aims at filling this gap by exposing …	Robin Geiss; Henning Lahmann;	Social Science Research Network	2021-01-01
436	An Experimental Evaluation of Recent Face Recognition Losses for Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Due to the recent breakthroughs of deep generative models, the fake faces, also known as deepfake which has been abused to deceive the general public, can be easily produced at …	Yu-Cheng Liu; Chia-Ming Chang; I-Hsuan Chen; Yu-Ru Ku; Jun-Cheng Chen;	2020 25th International Conference on Pattern Recognition …	2021-01-01
437	Aplicativos Para O Ensino Remoto De Teatro: Avatar, Deepfake, Padlet E Outras Experimentações Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: This text deals with the practices of a theater teacher, carried out in State Schools of Minas Gerais in an emergency remote teaching regime, imposed by the Covid-19 sanitary …	Francisco de Paulo D’Avila Junior;		2021-01-01
438	DeepFake Detection Using 3D-Xception Net with Discrete Fourier Transformation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The videos are more popular for sharing content on social media to capture the audience’s attention. The artificial manipulation of videos is growing rapidly to make the videos …	Adeep Biswas; Debayan Bhattacharya; Anil Kumar Kakelli;	Journal of Information Systems and Telecommunication	2021-01-01
439	EfficientNets for DeepFake Detection: Comparison of Pretrained Models Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Rapid advances in media generation techniques have made the creation of AI-generated fake face videos more accessible than ever before. In order to accelerate the development of …	Artem A. Pokroy; Alexey D. Egorov;	2021 IEEE Conference of Russian Young Researchers in …	2021-01-01
440	Fake Video Detection Using Modified XceptionNet Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deepfakes are a significant threat to society from the development of deep learning technology, which is able to manipulate digital images. Manipulated digital content potentially …	Imam Kusniadi; Arief Setyanto;	2021 4th International Conference on Information and …	2021-01-01
441	A Novel Approach to Detect Low Quality Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details	Neeraj Guhagarkar; Sanjana Desai; Swanand Vaishampayan; Ashwini Save;	Advances in Intelligent Systems and Computing	2021-01-01
442	Context-Aware Deep Markov Random Fields for Fake News Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news is a serious problem, which has received considerable attention from both industry and academic communities. Over the past years, many fake news detection approaches …	Tien Huu Do; Marc Berneman; Jasabanta Patro; Giannis Bekoulis; Nikos Deligiannis;	IEEE Access	2021-01-01
443	Deep4SNet: Deep Learning for Fake Speech Classification Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract Fake speech consists on voice recordings created even by artificial intelligence or signal processing techniques. Among the methods for generating false voice recordings …	L. DoraM.Ballesteros; Yohanna Rodríguez-Ortega; Diego Renza; Gonzalo Arce;	Expert Syst. Appl.	2021-01-01
444	BerConvoNet: A Deep Learning Framework for Fake News Classification Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract Fake news has become a major concern over the Internet. It influences people directly and should be identified. In the recent years, various Machine Learning (ML) and …	Monika Choudhary; Satyendra Singh Chouhan; Emmanuel S. Pilli; Santosh Kumar Vipparthi;	Appl. Soft Comput.	2021-01-01
445	Coordinated Topology Attacks in Smart Grid Using Deep Reinforcement Learning IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In this article, we investigate the coordinated topology attacks in smart grid, which combine a physical topology attack and a cyber-topology attack. The physical attack first …	Zhenhua Wang; Haibo He; Zhiqiang Wan; Yan Sun;	IEEE Transactions on Industrial Informatics	2021-01-01
446	Efficiencies of Feature Engineering in The Machine Learning Approach for Fake News Classification Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The rapid infiltration of fake news is a flaw to the otherwise valuable internet, a virtually global network that allows for the simultaneous exchange of information. While a …	Katrin Donetski;		2021-01-01
447	Deep Learning for Fake News Detection in A Pairwise Textual Input Schema Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In the past decade, the rapid spread of large volumes of online information among an increasing number of social network users is observed. It is a phenomenon that has often been …	Despoina Mouratidis; Maria Nefeli Nikiforos; Katia Kermanidis;	Comput.	2021-01-01
448	Pursuit for Authentic News Using Machine Learning Models Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news spreads like a wildfire and this is a big issue in this era. The Online world contains lots of fake news from various sources and channels by political parties, …	Rahul Pradhan; Pragya Tiwary; Piyush Agarwal; Dilip Kumar Sharma;	2021 9th International Conference on Reliability, Infocom …	2021-01-01
449	Deep Contextualized Text Representation and Learning for Fake News Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years, due to the widespread use of social media and broadcasting agencies around the world, people are extremely exposed to being affected by false information and fake …	Mohammadreza Samadi; Maryam Mousavian; Saeedeh Momtazi;	Inf. Process. Manag.	2021-01-01
450	Faultless Decision Making for False Information in Online: A Systematic Approach IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: An identifying the news are real or fake instantly with high accuracy is a challenging work. The deep learning algorithm is implementing here to acquire very accurate separation …	Yasir Babiker Hamdan; Sathish;		2021-01-01
451	Discrepancy Detection Between Actual User Reviews and Numeric Ratings of Google App Store Using Deep Learning Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Abstract Nowadays online reviews play a significant role in influencing the decision of consumers. Consumers show their experience and information about product quality in their …	SAIMA SADIQ et. al.	Expert Syst. Appl.	2021-01-01
452	Deep Learning and Natural Language Processing for Fake News Detection: A Survey Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news is a term which deals with fallacy in information, content or some sort of statistics or facts revealed to public for some sort of attention, to abuse someone as a means …	Aditya Chokshi; Rejo Mathew;	Social Science Research Network	2021-01-01
453	Comparison of Fake News Detection Using Machine Learning and Deep Learning Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news has spread widely on the Web in recent years due to the massive amount of information exchanged on digital media. This has motivates our study to determine the …	Saeed Amer Alameri; Masnizah Mohd;	2021 3rd International Cyber Resilience Conference (CRC)	2021-01-01
454	Fake News Detection in Slovak Language Using Deep Learning Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years, the spreading of fake news presents a serious issue in the online environment. Automatic methods able to identify them from the text are being massively explored …	Klaudia Ivancová; Martin Sarnovský; Viera Maslej-Krcšñáková;	2021 IEEE 19th World Symposium on Applied Machine …	2021-01-01
455	Fake Speech Answer-Sheet Detection on Intelligent Learning App Based on Block-Based Deep Neural Network Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In order to detect the fake speech answer-sheet obtained by text-to-speech or voice conversion algorithms on intelligent English learning app, this paper proposed the idea of …	Qingzhu Wu; Haitao Guo; Shaowei Xiong;	Journal of Physics: Conference Series	2021-01-01
456	A Novel Stacking Approach for Accurate Detection of Fake News IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the increasing popularity of social media, people has changed the way they access news. News online has become the major source of information for people. However, much …	Tao Jiang; Jian Ping Li; Amin Ul Haq; Abdus Saboor; Amjad Ali;	IEEE Access	2021-01-01
457	Image Forgery Over Social Media Platforms – A Deep Learning Approach for Its Detection and Localization Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media platforms play a significant role in spreading news in the current digital era. However, they have also been spreading fake images. Forged images posted on social …	Bhuvanesh Singh; Dilip Kumar Sharma;	2021 8th International Conference on Computing for …	2021-01-01
458	A Deep Learning Based Approach for Classification of News As Real or Fake Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent past, the growth of both the printed and digital media has greatly facilitated the business and the society. On account of the reach of social media, even the smallest …	Juhi Kumari; Raman Choudhary; Swadha Kumari; Gopal Krishna;		2021-01-01
459	Deep Ensemble Approach for COVID-19 Fake News Detection from Social Media Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media networks such as Facebook and Twitter are overwhelmed with COVID-19-related posts during the outbreak. People have also posted several fake news among the massive …	Anu Priya; Abhinav Kumar;	2021 8th International Conference on Signal Processing and …	2021-01-01
460	Fake Job Detection and Analysis Using Machine Learning and Deep Learning Algorithms Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: With the pandemic situation, there is a strong rise in the number of online jobs posted on the internet in various job portals. But some of the jobs being posted online are …	C. S. Anita; P. Nagarajan; G. Aditya Sairam; P. Ganesh; G. Deepakkumar;		2021-01-01
461	Deep Learning for Fake News Detection on Twitter Regarding The 2019 Hong Kong Protests Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The dissemination of fake news on social media platforms is an issue of considerable interest, as it can be used to misinform people or lead them astray, which is particularly …	ALEXANDROS ZERVOPOULOS et. al.	Neural Computing and Applications	2021-01-01
462	Fake Detect: A Deep Learning Ensemble Model for Fake News Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Pervasive usage and the development of social media networks have provided the platform for the fake news to spread fast among people. Fake news often misleads people and creates …	Nida Aslam; Irfan Ullah Khan; Farah Salem Alotaibi; Lama Abdulaziz Aldaej; Asma Khaled Aldubaikil;	Complex.	2021-01-01
463	Synthesis of Glioma Histopathology Images Using Generative Adversarial Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Deep learning, a subset of artificial intelligence, has shown great potential in several recent applications to pathology. These have mainly involved the use of classifiers to …	AB Levine; J Peng; SJM Jones; A Bashashati; S Yip;	Canadian Journal of Neurological Sciences / Journal …	2021-01-01
464	Developing A Fake News Identification Model with Advanced Deep Language Transformers for Turkish Covid-19 Misinformation Data Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The massive use of social media causes rapid information dissemination that amplifies harmful messages 4 such as fake news. Fake-news is misleading information presented as …	Mehmet BOZUYLA; Akın ÖZÇİFT;	TURKISH JOURNAL OF ELECTRICAL ENGINEERING & COMPUTER …	2021-01-01
465	A Comparative Study on Fake Job Post Prediction Using Different Data Mining Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: In recent years, due to advancement in modern technology and social communication, advertising new job posts has become very common issue in the present world. So, fake job …	Sultana Umme Habiba; Md. Khairul Islam; Farzana Tasnim;	2021 2nd International Conference on Robotics, Electrical …	2021-01-01
466	Analysis of Text Feature Extractors Using Deep Learning on Fake News Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Social media and easy internet access have allowed the instant sharing of news, ideas, and information on a global scale. However, rapid spread and instant access to …	B. Ahmed; G. Ali; A. Hussain; A. Baseer; J. Ahmed;	Engineering, Technology & Applied Science Research	2021-01-01
467	Advanced Art Authentication in Oil Paintings Using Precise 3D Morphological Analysis of Craquelure Patterns Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The development of scientific technology for art authentication have elicited multidimensional evidence to distinguish forgeries from original artworks. Here, we analyzed …	SOOJUNG KIM et. al.		2021-01-01
468	Forged Face Detection Using ELA and Deep Learning Techniques Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The paper presents real and fake facial image recognition using Deep learning and CNN. Image forgery recognition becomes a difficult task to find the authenticity of an image with …	Qurat-ul-ain; Nudrat Nida; Aun Irtaza; Nouman Ilyas;	2021 International Bhurban Conference on Applied Sciences …	2021-01-01
469	Fake News Detection Using Unsupervised and Deep Learning Algorithms Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: A detection of fake news is difficult due to limited publicly available resources (Datasets). Fake news is a false information which present in news or stories, blog so on. Fake …	Asha. J; Meenakowshalya. A;	Journal of Computer Science Engineering and Software Testing	2021-01-01
470	A Systematic Survey on Deep Learning and Machine Learning Approaches of Fake News Detection in The Pre- and Post-COVID-19 Pandemic Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: PurposeThe rapid advancement of technology in online communication and fingertip access to the Internet has resulted in the expedited dissemination of fake news to engage a global …	Rajshree Varma; Yugandhara Verma; Priya Vijayvargiya; Prathamesh P. Churi;	International Journal of Intelligent Computing and …	2021-01-01
471	Faking Signals to Fool Deep Neural Networks in AMC Via Few Data Points Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The recent years has witnessed a rapid development of Deep Learning (DL) based Automation Modulation Classification (AMC) methods, which has proved to outperform traditional …	HONGBIN MA et. al.	IEEE Access	2021-01-01
472	A Deep Hybrid Learning Approach to Detect Bangla Fake News Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Fake news has become a genuine threat to political, economical, religious and social stability. Although there has been an enormous amount of study done on the detection of fake …	QUAZI ADIBUR RAHMAN ADIB et. al.	2021 5th International Symposium on Multidisciplinary …	2021-01-01
473	Identifying Invariant Texture Violation For Robust Deepfake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To improve the robustness for high-realism fake data, we propose the Invariant Texture Learning (InTeLe) framework, which only accesses the published dataset with low visual quality.	Xinwei Sun; Botong Wu; Wei Chen;	arxiv-cs.CV	2020-12-18
474	Interdisciplinary Lessons Learned While Researching Fake News Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The misleading and propagandistic tendencies in American news reporting have been a part of public discussion from its earliest days as a republic (Innis, 2007; Sheppard, 2007). …	CHAR SAMPLE et. al.	Frontiers in psychology	2020-12-16
475	Responsible Disclosure of Generative Models Using Scalable Fingerprinting Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Over the past years, deep generative models have achieved a new level of performance.	Ning Yu; Vladislav Skripniuk; Dingfan Chen; Larry Davis; Mario Fritz;	arxiv-cs.CR	2020-12-15
476	The Emerging Threats Of Deepfake Attacks And Countermeasures Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper provides an overview of deepfakes, their benefits to society, and how DT works.	Shadrack Awah Buo;	arxiv-cs.CR	2020-12-14
477	Identity-Driven DeepFake Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we present an alternative approach: Identity-Driven DeepFake Detection.	XIAOYI DONG et. al.	arxiv-cs.CV	2020-12-07
478	Cost Sensitive Optimization Of Deepfake Detector Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In the present work, we concentrate on the so-called deepfake videos, where the source face is swapped with the targets.	Ivan Kukanov; Janne Karttunen; Hannu Sillanpää; Ville Hautamäki;	arxiv-cs.CV	2020-12-07
479	Technology-driven Alteration Of Nonverbal Cues And Its Effects On Negotiation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this article, we look at some state-of-the-art technological advances that can enable such explicit and implicit alteration of nonverbal cues.	Raiyan Abdul Baten; Ehsan Hoque;	arxiv-cs.HC	2020-12-07
480	ID-Reveal: Identity-aware DeepFake Video Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To this end, we introduce ID-Reveal, a new approach that learns temporal facial features, specific of how a person moves while talking, by means of metric learning coupled with an adversarial training strategy.	Davide Cozzolino; Andreas Rössler; Justus Thies; Matthias Nießner; Luisa Verdoliva;	arxiv-cs.CV	2020-12-04
481	Adversarial Threats To DeepFake Detection: A Practical Perspective IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we study the vulnerabilities of state-of-the-art DeepFake detection methods from a practical stand point.	Paarth Neekhara; Brian Dolhansky; Joanna Bitton; Cristian Canton Ferrer;	arxiv-cs.CV	2020-11-19
482	AOT: Appearance Optimal Transport Based Identity Swapping For Forgery Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we provide a new identity swapping algorithm with large differences in appearance for face forgery detection.	HAO ZHU et. al.	nips	2020-11-17
483	Training Strategies And Data Augmentations In CNN-based DeepFake Video Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we analyze how different training strategies and data augmentation techniques affect CNN-based deepfake detectors when training and testing on the same dataset or across different datasets.	Luca Bondi; Edoardo Daniele Cannas; Paolo Bestagini; Stefano Tubaro;	arxiv-cs.CV	2020-11-16
484	Neural Deepfake Detection With Factual Structure Of Text Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To address this, we propose a graph-based model that utilizes the factual structure of a document for deepfake detection of text.	WANJUN ZHONG et. al.	emnlp	2020-11-12
485	Using GANs To Synthesise Minimum Training Data For Deepfake Generation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We observe that with such variability in facial expressions of synthetic GAN-generated training images and a reduced quantity of them, we can produce a near-realistic deepfake videos.	Simranjeet Singh; Rajneesh Sharma; Alan F. Smeaton;	arxiv-cs.CV	2020-11-10
486	A Cross-Verification Approach For Protecting World Leaders From Fake And Tampered Audio Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a subsequence alignment method based on the Needleman-Wunsch algorithm and show that it significantly outperforms dynamic time warping in handling common tampering operations.	Mengyi Shan; TJ Tsai;	arxiv-eess.AS	2020-10-23
487	Spatio-temporal Features For Generalized Detection Of Deepfake Videos Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we empirically show that existing approaches on image and sequence classifiers generalize poorly to new manipulation techniques.	Ipek Ganiyusufoglu; L. Minh Ngô; Nedko Savov; Sezer Karaoglu; Theo Gevers;	arxiv-cs.CV	2020-10-22
488	Towards Generalizable Deepfake Detection With Locality-aware AutoEncoder IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Motivated by the fine-grained nature and spatial locality characteristics of deepfakes, we propose Locality-Aware AutoEncoder (LAE) to bridge the generalization gap.	Mengnan Du; Shiva Pentyala; Yuening Li; Xia Hu;	cikm	2020-10-19
489	DeHiDe: Deep Learning-based Hybrid Model To Detect Fake News Using Blockchain Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper proposes a novel hybrid model DeHiDe: Deep Learning-based Hybrid Model to Detect Fake News using Blockchain.	Prashansa Agrawal; Parwat Singh Anjana; Sathya Peri;	arxiv-cs.LG	2020-10-17
490	DeepRhythm: Exposing DeepFakes With Attentional Visual Heartbeat Rhythms IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we propose DeepRhythm, a DeepFake detection technique that exposes DeepFakes by monitoring the heartbeat rhythms.	HUA QI et. al.	mm	2020-10-12
491	FakePolisher: Making DeepFakes More Detection-Evasive By Shallow Reconstruction IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Towards reducing the artifacts in the synthesized images, in this paper, we devise a simple yet powerful approach termed FakePolisher that performs shallow reconstruction of fake images through a learned linear dictionary, intending to effectively and efficiently reduce the artifacts introduced during image synthesis.	YIHAO HUANG et. al.	mm	2020-10-12
492	Emotions Don’t Lie: An Audio-Visual Deepfake Detection Method Using Affective Cues IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present a learning-based method for detecting real and fake deepfake multimedia content.	Trisha Mittal; Uttaran Bhattacharya; Rohan Chandra; Aniket Bera; Dinesh Manocha;	mm	2020-10-12
493	Sharp Multiple Instance Learning For DeepFake Video Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we introduce a new problem of partial face attack in DeepFake video, where only video-level labels are provided but not all the faces in the fake videos are manipulated.	XIAODAN LI et. al.	mm	2020-10-12
494	DeepSonar: Towards Effective And Robust Detection Of AI-Synthesized Fake Voices IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we devise a novel approach, named DeepSonar, based on monitoring neuron behaviors of speaker recognition (SR) system, i.e., a deep neural network (DNN), to discern AI-synthesized fake voices.	RUN WANG et. al.	mm	2020-10-12
495	Feature Extraction Of Text For Deep Learning Algorithms: Application On Fake News Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this research, it will be shown that by using deep learning algorithms and alphabet frequencies of the original text of a news without any information about the sequence of the alphabet can actually be used to classify fake news and trustworthy ones in high accuracy (85\%).	HyeonJun Kim;	arxiv-cs.CL	2020-10-12
496	Fake Metabolomics Chromatogram Generation for Facilitating Deep Learning of Peak-picking Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: Finding peaks in chromatograms and determining their start and end points (peak picking) is a core task in chromatography based biotechnology. Construction of peak-picking neural …	SHINJI KANAZAWA et. al.	Journal of bioscience and bioengineering	2020-10-10
497	DeepFakesON-Phys: DeepFakes Detection Based On Heart Rate Estimation IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work introduces a novel DeepFake detection framework based on physiological measurement.	Javier Hernandez-Ortega; Ruben Tolosana; Julian Fierrez; Aythami Morales;	arxiv-cs.CV	2020-10-01
498	FakeTagger: Robust Safeguards Against DeepFake Dissemination Via Provenance Tracking Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we investigate the potentials of image tagging in serving the DeepFake provenance tracking.	Run Wang; Felix Juefei-Xu; Meng Luo; Yang Liu; Lina Wang;	arxiv-cs.CR	2020-09-21
499	Dodging DeepFake Detection Via Implicit Spatial-Domain Notch Filtering Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a simple yet powerful pipeline to reduce the artifact patterns of fake images without hurting image quality by performing implicit spatial-domain notch filtering.	YIHAO HUANG et. al.	arxiv-cs.CV	2020-09-19
500	A Convolutional LSTM Based Residual Network For Deepfake Video Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we addressed these limitations.	Shahroz Tariq; Sangyup Lee; Simon S. Woo;	arxiv-cs.CV	2020-09-16
501	Deep Detection For Face Manipulation Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we introduce a deep learning method to detect face manipulation.	Disheng Feng; Xuequan Lu; Xufeng Lin;	arxiv-cs.CV	2020-09-13
502	Deepfake Detection: Humans Vs. Machines Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we present a subjective study conducted in a crowdsourcing-like scenario, which systematically evaluates how hard it is for humans to see if the video is deepfake or not.	Pavel Korshunov; Sébastien Marcel;	arxiv-cs.CV	2020-09-07
503	Sentimental LIAR: Extended Corpus And Deep Learning Models For Fake Claim Classification Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper aims to address this issue by proposing a novel deep learning approach for automated detection of false short-text claims on social media.	Bibek Upadhayay; Vahid Behzadan;	arxiv-cs.CL	2020-08-31
504	DeepFake Detection Based On The Discrepancy Between The Face And Its Context IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose a method for detecting face swapping and other identity manipulations in single images.	Yuval Nirkin; Lior Wolf; Yosi Keller; Tal Hassner;	arxiv-cs.CV	2020-08-27
505	How Do The Hearts Of Deep Fakes Beat? Deep Fake Source Detection Via Interpreting Residuals With Biological Signals IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Fake portrait video generation techniques have been posing a new threat to the society with photorealistic deep fakes for political propaganda, celebrity imitation, forged evidences, and other identity related manipulations.	Umur Aybars Ciftci; Ilke Demir; Lijun Yin;	arxiv-cs.CV	2020-08-25
506	On Attribution of Deepfakes Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We evaluate our method on the seminal example of face synthesis, demonstrating that our approach achieves 97.62% attribution accuracy, and is less sensitive to perturbations and adversarial examples.	Baiwu Zhang; Jin Peng Zhou; Ilia Shumailov; Nicolas Papernot;	arxiv-cs.LG	2020-08-20
507	Exposing Deep-faked Videos By Anomalous Co-motion Pattern Detection Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose an fully-interpretable video forensic method that is designed specifically to expose deep-faked videos.	Gengxing Wang; Jiahuan Zhou; Ying Wu;	arxiv-cs.CV	2020-08-11
508	Two-branch Recurrent Network For Isolating Deepfakes In Videos IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present a method for deepfake detection based on a two-branch network structure that isolates digitally manipulated faces by learning to amplify artifacts while suppressing the high-level face content.	Iacopo Masi; Aditya Killekar; Royston Marian Mascarenhas; Shenoy Pratik Gurudatt; Wael AbdAlmageed;	arxiv-cs.CV	2020-08-07
509	Artificial Fingerprinting for Generative Models: Rooting Deepfake Attribution in Training Data IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Thus, we seek a proactive and sustainable solution on deepfake detection, that is agnostic to the evolution of generative models, by introducing artificial fingerprints into the models.	Ning Yu; Vladislav Skripniuk; Sahar Abdelnabi; Mario Fritz;	arxiv-cs.CR	2020-07-16
510	FakeCatcher: Detection Of Synthetic Portrait Videos Using Biological Signals IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Abstract: The recent proliferation of fake portrait videos poses direct threats on society, law, and privacy [1]. Believing the fake video of a politician, distributing fake pornographic …	Umur Aybars Ciftci; Ilke Demir; Lijun Yin;	IEEE transactions on pattern analysis and machine …	2020-07-15
511	Leveraging Frequency Analysis For Deep Fake Image Recognition IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This paper addresses this shortcoming and our results reveal, that in frequency space, GAN-generated images exhibit severe artifacts that can be easily identified.	JOEL FRANK et. al.	icml	2020-07-11
512	Interpretable and Trustworthy Deepfake Detection Via Dynamic Prototypes IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we propose a novel human-centered approach for detecting forgery in face images, using dynamic prototypes as a form of visual explanations.	Loc Trinh; Michael Tsang; Sirisha Rambhatla; Yan Liu;	arxiv-cs.CV	2020-06-27
513	Deepfake Detection Using Spatiotemporal Convolutional Networks IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: Better generative models and larger datasets have led to more realistic fake videos that can fool the human eye but produce temporal and spatial artifacts that deep learning approaches can detect. We created a benchmark of the performance of spatiotemporal convolutional methods using the Celeb-DF dataset.	Oscar de Lima; Sean Franklin; Shreshtha Basu; Blake Karwoski; Annet George;	arxiv-cs.CV	2020-06-25
514	OGAN: Disrupting Deepfakes With An Adversarial Attack That Survives Training Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose the Oscillating GAN (OGAN) attack, a novel attack optimized to be training-resistant, which introduces spatial-temporal distortions to the output of face-swapping autoencoders. To implement OGAN, we construct a bilevel optimization problem, where we train a generator and a face-swapping model instance against each other.	Eran Segalis; Eran Galili;	arxiv-cs.CV	2020-06-17
515	The Eyes Know It: FakeET — An Eye-tracking Database To Understand Deepfake Perception Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present \textbf{FakeET}– an eye-tracking database to understand human visual perception of \emph{deepfake} videos.	Parul Gupta; Komal Chugh; Abhinav Dhall; Ramanathan Subramanian;	arxiv-cs.CV	2020-06-12
516	Defending Against GAN-based Deepfake Attacks Via Transformation-aware Adversarial Faces Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: This work aims to take an offensive measure to impede the generation of high-quality fake images or videos.	Chaofei Yang; Lei Ding; Yiran Chen; Hai Li;	arxiv-cs.CV	2020-06-12
517	The DeepFake Detection Challenge (DFDC) Dataset IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: To counter this emerging threat, we have constructed an extremely large face swap video dataset to enable the training of detection models, and organized the accompanying DeepFake Detection Challenge (DFDC) Kaggle competition.	BRIAN DOLHANSKY et. al.	arxiv-cs.CV	2020-06-12
518	Investigating The Impact Of Pre-processing And Prediction Aggregation On The DeepFake Detection Task Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we propose a pre-processing step to improve the training data quality and examine its effect on the performance of DeepFake detection.	Polychronis Charitidis; Giorgos Kordopatis-Zilos; Symeon Papadopoulos; Ioannis Kompatsiaris;	arxiv-cs.CV	2020-06-12
519	Protecting Against Image Translation Deepfakes By Leaking Universal Perturbations From Black-Box Neural Networks Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we develop efficient disruptions of black-box image translation deepfake generation systems.	Nataniel Ruiz; Sarah Adel Bargal; Stan Sclaroff;	arxiv-cs.CV	2020-06-11
520	A Note On Deepfake Detection With Low-Resources Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we present two methods that allow detecting Deepfakes for a user without significant computational power.	Piotr Kawa; Piotr Syga;	arxiv-cs.CV	2020-06-09
521	CNN-Generated Images Are Surprisingly Easy To Spot… For Now Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work we ask whether it is possible to create a “universal” detector for telling apart real images from these generated by a CNN, regardless of architecture or dataset used.	Sheng-Yu Wang; Oliver Wang; Richard Zhang; Andrew Owens; Alexei A. Efros;	cvpr	2020-06-08
522	Advancing High Fidelity Identity Swapping For Forgery Detection IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this work, we study various existing benchmarks for deepfake detection researches.	Lingzhi Li; Jianmin Bao; Hao Yang; Dong Chen; Fang Wen;	cvpr	2020-06-08
523	Celeb-DF: A Large-Scale Challenging Dataset For DeepFake Forensics IF:5 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We present a new large-scale challenging DeepFake video dataset, Celeb-DF, which contains 5,639 high-quality DeepFake videos of celebrities generated using improved synthesis process.	Yuezun Li; Xin Yang; Pu Sun; Honggang Qi; Siwei Lyu;	cvpr	2020-06-08
524	Face X-Ray For More General Face Forgery Detection IF:4 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper we propose a novel image representation called face X-ray for detecting forgery in face images.	LINGZHI LI et. al.	cvpr	2020-06-08
525	Not Made for Each Other- Audio-Visual Dissonance-based Deepfake Detection and Localization IF:3 Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: We propose detection of deepfake videos based on the dissimilarity between the audio and visual modalities, termed as the Modality Dissonance Score (MDS).	Komal Chugh; Parul Gupta; Abhinav Dhall; Ramanathan Subramanian;	arxiv-cs.CV	2020-05-29
526	DeepFake: Deep Dueling-based Deception Strategy to Defeat Reactive Jammers Literature Review Related Patents Related Grants Related Orgs Related Experts Details Highlight: In this paper, we introduce DeepFake, a novel deep reinforcement learning-based deception strategy to deal with reactive jamming attacks.	Nguyen Van Huynh; Dinh Thai Hoang; Diep N. Nguyen;