DocumentCode :
3409650
Title :
Estimating demosaicing algorithms using image noise variance
Author :
Takamatsu, Jun ; Matsushita, Yasuyuki ; Ogasawara, Tsukasa ; Ikeuchi, Katsushi
Author_Institution :
IJARC, Nara Inst. of Sci. & Technol., Nara, Japan
fYear :
2010
fDate :
13-18 June 2010
Firstpage :
279
Lastpage :
286
Abstract :
We propose a method for estimating demosaicing algorithms from image noise variance. We show that the noise variance in interpolated pixels becomes smaller than that of directly observed pixels without interpolation. Our method capitalizes on the spatial variation of image noise variance in demosaiced images to estimate the color filter array patterns and demosaicing algorithms. We verify the effectiveness of the proposed method using various images demosaiced with different demosaicing algorithms extensively.
Keywords :
image colour analysis; image denoising; image segmentation; image sensors; optical filters; pattern classification; color filter array pattern; demosaicing algorithm estimation; image noise variance; images demosaiced; interpolated pixel; Asia; Color; Colored noise; Digital cameras; Digital filters; Fellows; Information filtering; Interpolation; Pixel; Roads;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
Conference_Location :
San Francisco, CA
ISSN :
1063-6919
Print_ISBN :
978-1-4244-6984-0
Type :
conf
DOI :
10.1109/CVPR.2010.5540200
Filename :
5540200
Link To Document :
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