Title :
A non-local algorithm for image denoising
Author :
Buades, Antoni ; Coll, Bartomeu ; Morel, Jean-Michel
Author_Institution :
Dept. Matematiques i Informatica, UIB, Palma de Mallorca, Spain
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.
Keywords :
image denoising; image resolution; smoothing methods; NL-means algorithm; digital image denoising method; local smoothing filters; nonlocal algorithm; Algorithm design and analysis; Digital images; Filtering; Image denoising; Noise measurement; Noise reduction; Pixel; Smoothing methods; White noise; Wiener filter;
Conference_Titel :
Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on
Print_ISBN :
0-7695-2372-2
DOI :
10.1109/CVPR.2005.38