CVPR-2012 Paper Digest

Every paper, ordered by impact or potential impact. About CVPR 2012

IDPaperAuthors
1Are We Ready For Autonomous Driving? The KITTI Vision Benchmark Suite
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Highlight: In this paper, we take advantage of our autonomous driving platform to develop novel challenging benchmarks for the tasks of stereo, optical flow, visual odometry/SLAM and 3D object detection.
A. Geiger; P. Lenz and R. Urtasun;
2Multi-column Deep Neural Networks For Image Classification
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Abstract: Traditional methods of computer vision and machine learning cannot match human performance on tasks such as the recognition of handwritten digits or traffic signs. Our ...
D. Ciregan; U. Meier and J. Schmidhuber;
3Image Denoising: Can Plain Neural Networks Compete With BM3D?
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Highlight: In this work we attempt to learn this mapping directly with a plain multi layer perceptron (MLP) applied to image patches.
H. C. Burger; C. J. Schuler and S. Harmeling;
4Face Detection, Pose Estimation, And Landmark Localization In The Wild
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Highlight: We present a unified model for face detection, pose estimation, and landmark estimation in real-world, cluttered images.
X. Zhu and D. Ramanan;
5Three Things Everyone Should Know To Improve Object Retrieval
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Highlight: The objective of this work is object retrieval in large scale image datasets, where the object is specified by an image query and retrieval should be immediate at run time in the manner of Video Google [28].
R. Arandjelovic and A. Zisserman;

About CVPR 2012