Image denoising with complex ridgelets

被引:99
作者
Chen, G. Y. [1 ]
Kegl, B. [1 ]
机构
[1] Univ Montreal, Dept Comp Sci & Operat Res, Montreal, PQ H3C 3J7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
image denoising; wavelets; ridgelets; complex ridgelets;
D O I
10.1016/j.patcog.2006.04.039
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a novel image denoising method by incorporating the dual-tree complex wavelets into the ordinary ridgelet transform. The approximate shift invariant property of the dual-tree complex wavelet and the high directional sensitivity of the ridgelet transform make the new method a very good choice for image denoising. We apply the digital complex ridgelet transform to denoise some standard images corrupted with additive white noise. Experimental results show that the new method outperforms VisuShrink, the ordinary ridgelet image denoising, and wiener2 filter both in terms of peak signal-to-noise ratio and in visual quality. In particular, our method preserves sharp edges better while removing white noise, Complex ridgelets could be applied to curvelet image denoising as well. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:578 / 585
页数:8
相关论文
共 23 条
[1]  
[Anonymous], P EUSIPCO 98 RHOD SE
[2]   Translation-invariant denoising using multiwavelets [J].
Bui, TD ;
Chen, GY .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1998, 46 (12) :3414-3420
[3]  
Cai T.T., 2011, Sankhya Ser. B, V63, P127
[4]  
Candes E. J., 1998, THESIS STANFORD U
[5]   Ridgelets:: a key to higher-dimensional intermittency? [J].
Candès, EJ ;
Donoho, DL .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1999, 357 (1760) :2495-2509
[6]   Ridgelets and the representation of mutilated Sobolev functions [J].
Candes, EJ .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 2001, 33 (02) :347-368
[7]   Rotation invariant pattern recognition using ridgelets, wavelet cycle-spinning and Fourier features [J].
Chen, GY ;
Bui, TD ;
Krzyzak, A .
PATTERN RECOGNITION, 2005, 38 (12) :2314-2322
[8]  
Chen GY, 2005, INTEGR COMPUT-AID E, V12, P99
[9]   Image denoising with neighbour dependency and customized wavelet and threshold [J].
Chen, GY ;
Bui, TD ;
Krzyzak, A .
PATTERN RECOGNITION, 2005, 38 (01) :115-124
[10]   Multiwavelets denoising using neighboring coefficients [J].
Chen, GY ;
Bui, TD .
IEEE SIGNAL PROCESSING LETTERS, 2003, 10 (07) :211-214