Direct super-resolution and registration using raw CFA images

Authors:
Tomomasa Gotoh;Masatoshi Okutomi
Affiliations:
Sony Corporation and Tokyo Institute of Technology, Graduate School of Science and Engineering, Tokyo, Japan;Tokyo Institute of Technology, Graduate School of Science and Engineering, Tokyo, Japan
Venue:
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Year:
2004

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Abstract

Super-resolution has been applied mainly to grayscale images, but producing a high-resolution color image using a single CCD sensor has not been investigated in detail until recently. This work aims at producing a high-resolution color image directly from raw "color mosaic" images obtained by a single CCD equipped with a color filter array. This method is based on a generalized formulation of super-resolution that simultaneously performs both resolution enhancement and demosaicing. The other key factor of our topic is a precise subpixel registration of multiple raw images. We examined direct registration of raw images based on an imaging model, which shows precise estimation of motion among severely aliased raw images. The proposed method is verified through experiments using synthetic and real images.