Color filter array demosaicking: New method and performance measures

被引:237
作者
Lu, WM
Tan, YP
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 2263, Singapore
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Div Informat Engn, Singapore 639798, Singapore
关键词
color filter array demosaicking; color interpolation; false color; image measure; zipper effect;
D O I
10.1109/TIP.2003.816004
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 capture imagery by covering the sensor surface with a color filter array (CFA) such that each sensor pixel only samples one of three primary color values. To render a full-color image, an interpolation process, commonly referred to as CFA demosaicking, is required to estimate the other two missing color values at each pixel. In this paper, we present two contributions to the CFA demosaicking: a new and improved CFA demosaicking method for producing high quality color images and new image measures for quantifying the performance of demosaicking methods. The proposed demosaicking method consists of two successive steps: an interpolation step that estimates missing color values by exploiting spatial and spectral correlations among neighboring pixels, and a post-processing step that suppresses noticeable demosaicking artifacts by adaptive median filtering. Moreover, in recognition of the limitations of current image measures, we propose two types of image measures to quantify the performance of different demosaicking methods; the first type evaluates the fidelity of demosaicked images by computing the peak signal-to-noise ratio and CIELAB DeltaE*(ab) for edge and smooth regions separately, and the second type accounts for one major demosaicking artifact-zipper effect. We gauge the proposed demosaicking method and image measures using several existing methods as benchmarks, and demonstrate their efficacy using a variety of test images.
引用
收藏
页码:1194 / 1210
页数:17
相关论文
共 27 条
[1]   Color processing in digital cameras [J].
Adams, J ;
Parulski, K ;
Spaulding, K .
IEEE MICRO, 1998, 18 (06) :20-30
[2]  
ADAMS JE, 1995, P SOC PHOTO-OPT INS, V2416, P144
[3]  
Adams JE, 1997, P SOC PHOTO-OPT INS, V3028, P117, DOI 10.1117/12.270338
[4]  
[Anonymous], 1993, DIGITAL IMAGES HUMAN
[5]  
[Anonymous], 1997, Color Appearance Models
[6]   VECTOR MEDIAN FILTERS [J].
ASTOLA, J ;
HAAVISTO, P ;
NEUVO, Y .
PROCEEDINGS OF THE IEEE, 1990, 78 (04) :678-689
[7]  
Bayer B, 1976, US Patent, Patent No. 3971065
[8]   Color Filter Array recovery using a threshold-based variable number of gradients [J].
Chang, E ;
Cheung, S ;
Pan, D .
SENSORS, CAMERAS, AND APPLICATIONS FOR DIGITAL PHOTOGRAPHY, 1999, 3650 :36-43
[9]  
*CIE, 1978, CIE PUBL S, V2
[10]  
COK D, 1986, Patent No. 4630307