DocumentCode :
791953
Title :
Color filter array demosaicking: new method and performance measures
Author :
Lu, Wenmiao ; Tan, Yap-Peng
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume :
12
Issue :
10
fYear :
2003
Firstpage :
1194
Lastpage :
1210
Abstract :
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 ▵E*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.
Keywords :
adaptive filters; colour graphics; edge detection; image colour analysis; image denoising; image sampling; image segmentation; image sensors; interpolation; median filters; parameter estimation; rendering (computer graphics); spatial filters; spectral analysis; CFA demosaicking; CIELAB ▵E*ab; adaptive median filtering; artifact suppression; artifact-zipper effect; color filter array demosaicking; edge regions; false color; fidelity evaluation; full-color image rendering; high quality color images; image measures; interpolation process; missing color values; parameter estimation; peak signal-to-noise ratio; performance measures; post-processing step; sensor pixel sampling; single-sensor digital cameras; smooth regions; spatial correlation; spectral correlation; Adaptive filters; Color; Current measurement; Digital cameras; Digital filters; Image sensors; Interpolation; Pixel; Rendering (computer graphics); Sensor arrays;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/TIP.2003.816004
Filename :
1233562
Link To Document :
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