Stochastic color interpolation for digital cameras

被引:26
作者
Chang, Hung-An [1 ]
Chen, Homer H.
机构
[1] Natl Taiwan Univ, Dept Elect Engn, Grad Inst Commun Engn, Taipei 10617, Taiwan
[2] MIT, Comp Sci & Artificial Intelligence Lab, Cambridge, MA 02142 USA
[3] Natl Taiwan Univ, Dept Elect Engn, Grad Inst Networking & Multimedia, Taipei 10617, Taiwan
关键词
color filter array (CFA); color interpolation; demosaicing; edge detection; edge-sensitive weighting;
D O I
10.1109/TCSVT.2007.897471
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a stochastic estimation approach to adaptive interpolation of color filter array. It models an image as a 2-D locally stationary Gaussian process and achieves robustness against aliasing by employing an edge-sensitive weighting policy based on the stochastic characteristics of uniformly oriented edge indicators. Experimental results show that the algorithm can effectively eliminate the occurrence of perceptible artifact. Performance comparison in terms of peak signal-to-noise ratio and mean square error is provided to demonstrate the superiority of the proposed algorithm.
引用
收藏
页码:964 / 973
页数:10
相关论文
共 41 条
[31]   Adaptive camera image interpolation method using directional color plane information [J].
Kim S. .
International Journal of Multimedia and Ubiquitous Engineering, 2016, 11 (06) :143-152
[32]   Color Interpolation with Full Resolution for Hybrid RGB-IR CMOS Sensor [J].
Lai, Yeong-Kang ;
Huang, Yao-Hsien ;
Lai, Yeong-Lin .
2023 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS, ICCE, 2023,
[33]   Efficient storage and classification of color patterns based on integrating interpolation with ANN/SVM [J].
Awad, Maha ;
Abd El-Samie, Fathi E. ;
Abd Elnaby, Mustafa M. ;
El-Rabaie, El-Sayed M. ;
Faragallah, Osama S. ;
El-Khobby, Heba A. .
MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (1-2) :947-978
[34]   Character segmentation of color images from digital camera [J].
Wang, KQ ;
Kangas, JA ;
Li, WW .
SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, :210-214
[35]   EXTRACTION OF MAIN COLORS FROM A COLOR DIGITAL IMAGE [J].
Ciobanu, Adrian ;
Costin, Mihaela ;
Barbu, Tudor .
10TH INTERNATIONAL MULTIDISCIPLINARY SCIENTIFIC GEOCONFERENCE: SGEM 2010, VOL I, 2010, :1069-1076
[36]   Noise insensitive high resolution color interpolation scheme considering cross-channel correlation [J].
Kim, CW ;
Kang, MG .
OPTICAL ENGINEERING, 2005, 44 (12)
[37]   ES-COINA: A novel energy scalable quality-aware color interpolation architecture [J].
Garg, Bharat ;
Rai, Shireesh Kumar ;
Puranik, Akash ;
Sharma, G. K. .
MICROPROCESSORS AND MICROSYSTEMS, 2019, 67 :8-17
[38]   Edge detection of digital color images using information sets [J].
Arora, Shaveta ;
Hanmandlu, Madasu ;
Gupta, Gaurav .
JOURNAL OF ELECTRONIC IMAGING, 2016, 25 (06)
[39]   VLSI Implementation of an Adaptive Edge-Enhanced Color Interpolation Processor for Real-Time Video Applications [J].
Chen, Shih-Lun ;
Ma, En-Di .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2014, 24 (11) :1982-1991
[40]   Edge-adaptive color interpolation algorithm for progressive scan charge-coupled device image sensors [J].
Hur, BS ;
Kang, MG .
OPTICAL ENGINEERING, 2001, 40 (12) :2698-2708