COLOR IMAGE DENOISING USING E-NEIGHBORHOOD GAUSSIAN MODEL

被引:1
作者
Hara, Takayuki [1 ]
Guan, Haike [1 ]
机构
[1] Ricoh Co Ltd, Yokohama, Kanagawa 2240035, Japan
来源
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING | 2010年
关键词
Image Denoising; Color Noise; Bilateral Filtering; MAP Estimation;
D O I
10.1109/ICIP.2010.5651910
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 novel denoising algorithm for color images. It is difficult to reduce color noise at high speed without losing image details. To solve this problem, the proposed method employs maximum a posteriori (MAP) estimation based on a Gaussian model in epsilon-neighborhood of the pixel and CIELAB color space. Using the correlation between RGB components in epsilon-neighborhood, color noise is reduced efficiently. Computational complexity is low because the method consists of non-iterative filtering and simple matrix operations. Experiments confirm that the proposed method preserves more image details, delivers PSNR close to state-of-the-art denoising algorithms, and involves less computation.
引用
收藏
页码:1921 / 1924
页数:4
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