Fast non-local algorithm for image denoising

被引:143
|
作者
Wang, Jin [1 ,2 ]
Gu, Yanwen [2 ,3 ]
Ying, Nting [2 ]
Liu, Yanh [2 ]
Peng, Qunsheng [2 ]
机构
[1] Xuzhou Normal Univ, Dept Comp Sci, Jiangsu 221009, Peoples R China
[2] Zhejiang Univ, State Key Lab CAD & CG, Hangzhou 310027, Peoples R China
[3] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210093, Peoples R China
关键词
D O I
10.1109/ICIP.2006.312698
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For the non-local denoising approach presented by Buades et al., remarkable denoising results are obtained at high expense of computational cost. In this paper, a new algorithm that reduces the computational cost for calculating the similarity of neighborhood windows is proposed. We first introduce an approximate measure about the similarity of neighborhood windows, then we use an efficient Summed Square Image (SSI) scheme and Fast Fourier Transform (FFT) to accelerate the calculation of this measure. Our algorithm is about fifty times faster than the original non-local algorithm both theoretically and experimentally, yet produces comparable results in terms of mean-squared error (MSE) and perceptual image quality.
引用
收藏
页码:1429 / +
页数:2
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