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Most Influential CVPR 2005 Paper · 2026-03 edition

A Non-local Algorithm For Image Denoising

A. Buades; B. Coll and J. -. Morel

Venue
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2005
Recognition
Most Influential CVPR 2005 Paper (Rank No. 2)
Edition
2026-03
Impact factor
10
Certificate ID
d3033c3e0e4ebc75

Abstract

We propose a new measure, the method noise, to evaluate and compare the performance of digital image denoising methods. We first compute and analyze this method noise for a wide class of denoising algorithms, namely the local smoothing filters. Second, we propose a new algorithm, the nonlocal means (NL-means), based on a nonlocal averaging of all pixels in the image. Finally, we present some experiments comparing the NL-means algorithm and the local smoothing filters.

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