A Practical One-Shot Multispectral Imaging System Using a Single Image Sensor

被引:131
作者
Monno, Yusuke [1 ]
Kikuchi, Sunao [2 ]
Tanaka, Masayuki [1 ]
Okutomi, Masatoshi [1 ]
机构
[1] Tokyo Inst Technol, Dept Mech & Control Engn, Tokyo 1528550, Japan
[2] Olympus Res & Dev Ctr, Hachioji, Tokyo 1928512, Japan
关键词
Demosaicking; interpolation; multispectral filter array ( MSFA); multispectral imaging; guided filter; COLOR FILTER ARRAYS; DEMOSAICKING; DESIGN; CAPTURE; INTERPOLATION; RESOLUTION; SELECTION;
D O I
10.1109/TIP.2015.2436342
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Single-sensor imaging using the Bayer color filter array (CFA) and demosaicking is well established for current compact and low-cost color digital cameras. An extension from the CFA to a multispectral filter array (MSFA) enables us to acquire a multispectral image in one shot without increased size or cost. However, multispectral demosaicking for the MSFA has been a challenging problem because of very sparse sampling of each spectral band in the MSFA. In this paper, we propose a high-performance multispectral demosaicking algorithm, and at the same time, a novel MSFA pattern that is suitable for our proposed algorithm. Our key idea is the use of the guided filter to interpolate each spectral band. To generate an effective guide image, in our proposed MSFA pattern, we maintain the sampling density of the G-band as high as the Bayer CFA, and we array each spectral band so that an adaptive kernel can be estimated directly from raw MSFA data. Given these two advantages, we effectively generate the guide image from the most densely sampled G-band using the adaptive kernel. In the experiments, we demonstrate that our proposed algorithm with our proposed MSFA pattern outperforms existing algorithms and provides better color fidelity compared with a conventional color imaging system with the Bayer CFA. We also show some real applications using a multispectral camera prototype we built.
引用
收藏
页码:3048 / 3059
页数:12
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