An image despeckling approach using quantum-inspired statistics in dual-tree complex wavelet domain

被引:20
作者
Fu, Xiaowei [1 ]
Wang, Yi [1 ]
Chen, Li [1 ]
Tian, Jing [1 ]
机构
[1] Wuhan Univ Sci & Technol, Hubei Prov Key Lab Intelligent Informat Proc & Re, Coll Comp Sci & Technol, Wuhan 430065, Peoples R China
基金
中国国家自然科学基金;
关键词
Ultrasound image; Despeckling; Quantum signal processing; ULTRASOUND MEDICAL IMAGES; TRANSFORM; SPECKLE;
D O I
10.1016/j.bspc.2014.11.005
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a novel despeckling algorithm to enhance image quality of medical ultrasound images. The proposed approach exploits coefficients in the dual-tree complex wavelet transform (DTCWT) domain to develop a new quantum-inspired thresholding function. The inter-scale correlation among the coefficients of different subbands and the intra-scale variance between the coefficient and its neighborhood in the same subband are utilized to develop a new thresholding function, which is further incorporated into a Bayesian framework to perform adaptive image despeckling. Experiments are conducted using both artificially generated and real-world medical images to demonstrate that the proposed approach outperforms the conventional image despeckling approaches. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:30 / 35
页数:6
相关论文
共 15 条
[1]  
[Anonymous], China-Scotland Signal Image Processing Research Academy
[2]  
[Anonymous], IEEE T PAMI
[3]   Image denoising by sparse 3-D transform-domain collaborative filtering [J].
Dabov, Kostadin ;
Foi, Alessandro ;
Katkovnik, Vladimir ;
Egiazarian, Karen .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (08) :2080-2095
[4]   Quantum signal processing [J].
Eldar, YC ;
Oppenheim, AV .
IEEE SIGNAL PROCESSING MAGAZINE, 2002, 19 (06) :12-32
[5]   Despeckling of medical ultrasound images based on quantum-inspired adaptive threshold [J].
Fu, X. -W. ;
Ding, M. -Y. ;
Cai, C. .
ELECTRONICS LETTERS, 2010, 46 (13) :889-U34
[6]   Speckle filtering of ultrasonic images using a modified non local-based algorithm [J].
Guo, Y. ;
Wang, Y. ;
Hou, T. .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2011, 6 (02) :129-138
[7]   Despeckling of ultrasound medical images using nonlinear adaptive anisotropic diffusion in nonsubsampled shearlet domain [J].
Gupta, Deep ;
Anand, R. S. ;
Tyagi, Barjeev .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2014, 14 :55-65
[8]   Ripplet domain non-linear filtering for speckle reduction in ultrasound medical images [J].
Gupta, Deep ;
Anand, R. S. ;
Tyagi, Barjeev .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2014, 10 :79-91
[9]   ADAPTIVE RESTORATION OF IMAGES WITH SPECKLE [J].
KUAN, DT ;
SAWCHUK, AA ;
STRAND, TC ;
CHAVEL, P .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1987, 35 (03) :373-383
[10]   REFINED FILTERING OF IMAGE NOISE USING LOCAL STATISTICS [J].
LEE, JS .
COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 15 (04) :380-389