Beyond Color Difference: Residual Interpolation for Color Image Demosaicking

被引:136
作者
Kiku, Daisuke [1 ]
Monno, Yusuke [1 ]
Tanaka, Masayuki [1 ]
Okutomi, Masatoshi [1 ]
机构
[1] Tokyo Inst Technol, Dept Mech & Control Engn, Tokyo 1528550, Japan
关键词
Bayer color filter array; demosaicking; residual interpolation; guided upsampling; SELF-SIMILARITY;
D O I
10.1109/TIP.2016.2518082
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose residual interpolation (RI) as an alternative to color difference interpolation, which is a widely accepted technique for color image demosaicking. Our proposed RI performs the interpolation in a residual domain, where the residuals are differences between observed and tentatively estimated pixel values. Our hypothesis for the RI is that if image interpolation is performed in a domain with a smaller Laplacian energy, its accuracy is improved. Based on the hypothesis, we estimate the tentative pixel values to minimize the Laplacian energy of the residuals. We incorporate the RI into the gradient-based threshold free algorithm, which is one of the state-of-the-art Bayer demosaicking algorithms. Experimental results demonstrate that our proposed demosaicking algorithm using the RI surpasses the state-of-the-art algorithms for the Kodak, the IMAX, and the beyond Kodak data sets.
引用
收藏
页码:1288 / 1300
页数:13
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