DocumentCode :
1329345
Title :
A Geometric Method for Optimal Design of Color Filter Arrays
Author :
Hao, Pengwei ; Li, Yan ; Lin, Zhouchen ; Dubois, Eric
Volume :
20
Issue :
3
fYear :
2011
fDate :
3/1/2011 12:00:00 AM
Firstpage :
709
Lastpage :
722
Abstract :
A color filter array (CFA) used in a digital camera is a mosaic of spectrally selective filters, which allows only one color component to be sensed at each pixel. The missing two components of each pixel have to be estimated by methods known as demosaicking. The demosaicking algorithm and the CFA design are crucial for the quality of the output images. In this paper, we present a CFA design methodology in the frequency domain. The frequency structure, which is shown to be just the symbolic DFT of the CFA pattern (one period of the CFA), is introduced to represent images sampled with any rectangular CFAs in the frequency domain. Based on the frequency structure, the CFA design involves the solution of a constrained optimization problem that aims at minimizing the demosaicking error. To decrease the number of parameters and speed up the parameter searching, the optimization problem is reformulated as the selection of geometric points on the boundary of a convex polygon or the surface of a convex polyhedron. Using our methodology, several new CFA patterns are found, which outperform the currently commercialized and published ones. Experiments demonstrate the effectiveness of our CFA design methodology and the superiority of our new CFA patterns.
Keywords :
cameras; convex programming; discrete Fourier transforms; frequency-domain analysis; image colour analysis; image representation; image segmentation; optical filters; CFA; DFT; color filter arrays; constrained optimization; convex polygon; convex polyhedron; demosaicking algorithm; digital camera; frequency domain; geometric method; image quality; image representation; optimal design; pixel estimation; Color; Design methodology; Discrete Fourier transforms; Frequency domain analysis; Image color analysis; Optimization; Pixel; Color filter array (CFA); demosaicking; discrete fourier transform (DFT); multiplexing; sampling; Algorithms; Color; Fourier Analysis; Image Processing, Computer-Assisted;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2010.2077642
Filename :
5580067
Link To Document :
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