Linear demosaicing inspired by the human visual system

被引:256
作者
Alleysson, D
Süsstrunk, S
Hérault, J
机构
[1] Ecole Polytech Fed Lausanne, Lab AudioVisual Commun, CH-1015 Lausanne, Switzerland
[2] Inst Natl Polytech Grenoble, LIS, F-38040 Grenoble, France
关键词
color; demosaicing; Fourier analysis; linear filtering;
D O I
10.1109/TIP.2004.841200
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
There is an analogy between single-chip color cameras and the human visual system in that these two systems acquire only one limited wavelength sensitivity band per spatial location. We have exploited this analogy, defining a model that characterizes a one-color per spatial position image as a coding into luminance and chrominance of the corresponding three colors per spatial position image. Luminance is defined with full spatial resolution while chrominance contains subsampled opponent colors. Moreover, luminance and chrominance follow a particular arrangement in the Fourier domain, allowing for demosaicing by spatial frequency filtering. This model shows that visual artifacts after demosaicing are due to aliasing between luminance and chrominance and could be solved using a preprocessing filter. This approach also gives new insights for the representation of single-color per spatial location images and enables formal and controllable procedures to design demosaicing algorithms that perform well compared to concurrent approaches, as demonstrated by experiments.
引用
收藏
页码:439 / 449
页数:11
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