Color filter array interpolation based on spatial adaptivity

被引:0
|
作者
Paliy, Dmitriy [1 ]
Bilcu, Radu [2 ]
Katkovnik, Vladimir [1 ]
Vehvilainen, Markku [2 ]
机构
[1] Tampere Univ Technol, Inst Signal Proc, PO Box 553, FIN-33101 Tampere, Finland
[2] Nokia Res Ctr, Tampere, Finland
关键词
bayer pattern; color filter array interpolation; spatially adaptive denoising;
D O I
10.1117/12.713354
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Conventional approach in single-chip digital cameras is a use of color filter arrays (CFA) in order to sample different spectral components. Demosaicing algorithms interpolate these data to complete red, green, and blue values for each image pixel, in order to produce an RGB image. In this paper we propose a novel demosaicing algorithm for the Bayer CFA. For the algorithm design we assume that the initial interpolation estimates of color channels contain two additive components: the true values of color intensities and the errors. The errors are considered as an additive noise, and often called as a demosaicing noise, that has to be removed. This noise is not white and strongly depends on the signal. Usually, the intensity of this noise is higher near edges of image details. We use specially designed signal-adaptive filter to remove the interpolation errors. This filter is based on the local polynomial approximation (LPA) and the paradigm of the intersection of confidence intervals (ICI) applied for selection adaptively varying scales (window sizes) of LPA. The LPA-ICI technique is nonlinear and spatially-adaptive with respect to the smoothness and irregularities of the image. The efficiency of the proposed approach is demonstrated by simulation results.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Cost effective color filter array demosaicking with chrominance variance weighted interpolation
    Chen, Tsung-Huang
    Chien, Shao-Yi
    [J]. 2007 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, 2007, : 1277 - 1280
  • [42] Annular aperture array based color filter
    Si, Guangyuan
    Zhao, Yanhui
    Liu, Hong
    Teo, Siewlang
    Zhang, Mingsheng
    Huang, Tony Jun
    Danner, Aaron J.
    Teng, Jinghua
    [J]. APPLIED PHYSICS LETTERS, 2011, 99 (03)
  • [43] Color interpolation algorithm for an RWB color filter array including double-exposed white channel
    Ki Sun Song
    Chul Hee Park
    Jonghyun Kim
    Moon Gi Kang
    [J]. EURASIP Journal on Advances in Signal Processing, 2016
  • [44] Color interpolation algorithm for an RWB color filter array including double-exposed white channel
    Song, Ki Sun
    Park, Chul Hee
    Kim, Jonghyun
    Kang, Moon Gi
    [J]. EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2016, : 1 - 12
  • [45] A blind forensics method for image splicing based on original image estimation using color filter array interpolation
    Wang, Bo
    Kong, Xiang-Wei
    You, Xin-Gang
    [J]. Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2012, 34 (01): : 200 - 206
  • [46] Color Image Interpolation Filter Based on Adaptive Noise Detection
    Zhou Yan
    Tang Quanhua
    Jin Weidong
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 3, 2008, : 378 - +
  • [47] Design of practical color filter array interpolation algorithms for digital cameras, part 2
    Adams, JE
    [J]. 1998 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING - PROCEEDINGS, VOL 1, 1998, : 488 - 492
  • [48] Effective use of spatial and spectral correlations for color filter array demosaicking
    Chang, LL
    Tan, YP
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2004, 50 (01) : 355 - 365
  • [49] Color Filter Array Demosaicking Using High-Order Interpolation Techniques With a Weighted Median Filter for Sharp Color Edge Preservation
    Li, Jim S. Jimmy
    Randhawa, Sharmil
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (09) : 1946 - 1957
  • [50] Color Demosaicing of RGBW Color Filter Array Based on Laplacian Pyramid
    Jeong, Kyeonghoon
    Kim, Jonghyun
    Kang, Moon Gi
    [J]. SENSORS, 2022, 22 (08)