Multiscale Gradients-Based Color Filter Array Interpolation

被引:105
作者
Pekkucuksen, Ibrahim [1 ]
Altunbasak, Yucel [1 ]
机构
[1] Georgia Inst Technol, Dept Elect & Comp Engn, Atlanta, GA 30332 USA
关键词
Color filter array (CFA) interpolation; demosaicing; directional interpolation; multiscale color gradients; DEMOSAICKING;
D O I
10.1109/TIP.2012.2210726
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 digital cameras use color filter arrays to capture a subset of the color data at each pixel coordinate. Demosaicing or color filter array (CFA) interpolation is the process of estimating the missing color samples to reconstruct a full color image. In this paper, we propose a demosaicing method that uses multiscale color gradients to adaptively combine color difference estimates from different directions. The proposed solution does not require any thresholds since it does not make any hard decisions, and it is noniterative. Although most suitable for the Bayer CFA pattern, the method can be extended to other mosaic patterns. To demonstrate this, we describe its application to the Lukac CFA pattern. Experimental results show that it outperforms other available demosaicing methods by a clear margin in terms of CPSNR and S-CIELAB measures for both mosaic patterns.
引用
收藏
页码:157 / 165
页数:9
相关论文
共 26 条
[1]  
Adams JE, 1996, U.S. Patent, Patent No. 5506619
[2]  
Alleysson D., SINGLE SENSOR IMAGIN
[3]  
Bayer B., 1976, U.S. Patent, Patent No. 3971065
[4]   Color demosaicing using variance of color differences [J].
Chung, King-Hong ;
Chan, Yuk-Hee .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (10) :2944-2955
[5]   Low-complexity color demosaicing algorithm based on integrated gradients [J].
Chung, King-Hong ;
Chan, Yuk-Hee .
JOURNAL OF ELECTRONIC IMAGING, 2010, 19 (02)
[6]   A New Color Filter Array With Optimal Properties for Noiseless and Noisy Color Image Acquisition [J].
Condat, Laurent .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (08) :2200-2210
[7]  
Glotzbach JW, 2001, IEEE IMAGE PROC, P141, DOI 10.1109/ICIP.2001.958973
[8]   Color plane interpolation using alternating projections [J].
Gunturk, BK ;
Altunbasak, Y ;
Mersereau, RM .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (09) :997-1013
[9]  
Hamilton Jr J. F., 1997, US Patent, Patent No. [5,629,734, 5629734]
[10]  
HIBBARD RH, 1995, Patent No. 5382976