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How does BM3D denoise color pictures?

Open liu-yichang opened this issue 5 years ago • 1 comments

liu-yichang avatar Oct 08 '19 10:10 liu-yichang

http://www.ipol.im/pub/art/2012/l-bm3d/ Adapting the algorithm to color images is easy and can be done in the following steps:

  1. First a transformation to a luminance-chrominance space from the RGB noisy image is applied. Y denotes the luminance channel and by U and V the chrominance channels;

  2. For each step: 

Grouping is only performed with the Y channel; 

The 3D block built on Y is used for all three channels; 

Collaborative filtering is applied to each channel separately as well as the weighted aggregation.

  1. Return to the RGB space by applying the inverse transformation.

pjsss avatar Jun 24 '21 17:06 pjsss