Color Filter Array recovery using a threshold-based variable number of gradients

被引:90
作者
Chang, E [1 ]
Cheung, S [1 ]
Pan, D [1 ]
机构
[1] Compaq Comp Corp, Cambridge Res Lab, Cambridge, MA 02138 USA
来源
SENSORS, CAMERAS, AND APPLICATIONS FOR DIGITAL PHOTOGRAPHY | 1999年 / 3650卷
关键词
digital camera; Color Filter Array; Bayer pattern; image processing;
D O I
10.1117/12.342861
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The increase in the popularity of digital cameras over the past few years has provided motivation to improve all elements of the digital photography signal chain. As a contribution towards this common goal, we present anew CFA (Color Filter Array) recovery algorithm, which recovers full-color images from single-detector digital color cameras more accurately than previously published techniques. This CFA recovery algorithm uses a threshold-based variable number of gradients. In order to recover missing color information at each pixel, we measure the gradients in eight directions based on a 5x5 neighborhood surrounding that pixel. Each gradient value is defined as a linear combination of the absolute differences of the like-colored pixels in this neighborhood, We then consider the-entire set of eight gradients to determine a threshold of acceptable gradients. For all of the gradients that pass the threshold test, we use color components from the corresponding areas of the 5x5 neighborhood to determine the missing color values. Wetest our CFA recovery algorithm against bilinear interpolation and a single-gradient method. Using a set of standard test images, we show that our CFA recovery algorithm reduces the MSE by over 50% compared to conventional color recovery algorithms, In addition,the resolution test we developed also show that the new CFA recovery algorithm increases the resolution by over 15%. The subjective qualities of test images recovered using the new; algorithm also show noticeable improvement.
引用
收藏
页码:36 / 43
页数:8
相关论文
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