Image denoising based on local adaptive multi-scale wavelet least squares support vector regression(MWLS_SVR)

被引:0
|
作者
Wu, Dingxue [1 ]
Peng, Daiqiang [1 ]
Tian, Jinwen [1 ]
机构
[1] Huazhong Univ Sci & Technol, Inst Pattern Recognit & Artificial Intelligence, Wuhan 430074, Hubei, Peoples R China
关键词
multi-scale wavelet least square support vector machines; image denoising;
D O I
10.1117/12.747962
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Rather than attempting to separate signal from noise in the spatial domain, it is often advantageous to work in a transform domain. Building on previous work, a novel denoising method based on local adaptive multi-scale wavelet least squares support vector regression is proposed. Investigation on real images contaminated by Gaussian noise has demonstrated that the proposed method can achieve an acceptable trade off between the noise removal and smoothing of the edges and details.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Image Denoising Using Local Adaptive Least Squares Support Vector Regression
    Wu Dingxue
    Peng Daiqiang
    Tian Jinwen
    [J]. GEO-SPATIAL INFORMATION SCIENCE, 2007, 10 (03) : 196 - 199
  • [2] Particle Swarm Optimization-Least Squares Support Vector Regression with Multi-Scale Wavelet Kernel
    Wang, Qin
    Shen, Yuantong
    [J]. 2013 SIXTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 1, 2013, : 169 - 172
  • [3] Image denoising using least squares wavelet support vector machines
    Zeng, Guoping
    Zhao, Ruizhen
    [J]. CHINESE OPTICS LETTERS, 2007, 5 (11) : 632 - 635
  • [4] Image denoising using least squares wavelet support vector machines
    曾国平
    赵瑞珍
    [J]. Chinese Optics Letters, 2007, (11) : 632 - 635
  • [5] A wavelet-based image denoising using least squares support vector machine
    Wang, Xiang-Yang
    Fu, Zhong-Kai
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2010, 23 (06) : 862 - 871
  • [6] Image denoising based on least squares support vector machines
    Liu, Han
    Guo, Yong
    Zheng, Gang
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 4180 - +
  • [7] Multi-scale Least Square Wavelet Support Vector Machine
    Wang Xianfang
    Wu Ruihong
    Cui Jinling
    [J]. PROCEEDINGS OF THE 2012 24TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2012, : 2879 - 2883
  • [8] A New Wavelet-based image denoising using undecimated discrete wavelet transform and least squares support vector machine
    Wang, Xiang-Yang
    Yang, Hong-Ying
    Fu, Zhong-Kai
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2010, 37 (10) : 7040 - 7049
  • [9] CBCT Image Denoising Based on Multi-scale Wavelet Transform
    Yin, Yong
    Yu, Gang
    Wang, Hongjun
    Liu, Zhi
    Li, Dengwang
    [J]. 2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7, 2010, : 150 - 153
  • [10] Exploiting multi-scale support vector regression for image compression
    Li, Bin
    Zheng, Danian
    Sun, Lifeng
    Yang, Shiqiang
    [J]. NEUROCOMPUTING, 2007, 70 (16-18) : 3068 - 3074