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
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;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2010 IEEE Conference on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4244-6984-0
DOI :
10.1109/CVPR.2010.5540200