Image filtering using support vector machine

被引：0
|
作者：
Liu, Huaping [1 ]
Sun, Fuchun
Sun, Zengqi
机构：
[1] Tsing Hua Univ, Dept Comp Sci & Technol, Beijing 100084, Peoples R China
[2] State Key Lab Intelligent Technol & Syst, Beijing, Peoples R China
来源：
ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 2, PROCEEDINGS | 2006年 / 3972卷
关键词：
D O I：
暂无
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, a support vector machine (SVM) approach for automatic impulsive noise detection in corrupted image is proposed. Once the noises are detected, a filtering action based on regularization can be taken to restore the image. Experimental results show that the proposed SVM-based approach provides excellent performance with respect to various percentages of impulse noise.
引用
收藏
页码：533 / 538
页数：6
相关论文
共 50 条
  • [41] A Hybrid Approach for Spam Filtering using Support Vector Machine and Artificial Immune System
    Jain, Kunal
    Agrawal, Sanjay
    2014 FIRST INTERNATIONAL CONFERENCE ON NETWORKS & SOFT COMPUTING (ICNSC), 2014, : 5 - 9
  • [42] Ground Echoes Filtering Using the Completed Local Binary Pattern and the Support Vector Machine
    Hedir, Mehdia
    Haddad, Boualem
    2015 8TH INTERNATIONAL WORKSHOP ON THE ANALYSIS OF MULTITEMPORAL REMOTE SENSING IMAGES (MULTI-TEMP), 2015,
  • [43] Attention Mechanism and Support Vector Machine for Image-Based E-Mail Spam Filtering
    Hnini, Ghizlane
    Riffi, Jamal
    Mahraz, Mohamed Adnane
    Yahyaouy, Ali
    Tairi, Hamid
    BIG DATA AND COGNITIVE COMPUTING, 2023, 7 (02)
  • [44] Study of support vector machine based adaptive Kalman filtering
    College of Automation, Northwestern Polytechnical University, Xi'an 710072, China
    不详
    不详
    Kongzhi yu Juece Control Decis, 2008, 8 (949-952): : 949 - 952
  • [45] An innovative spam filtering model based on support vector machine
    Islam, Md. Rafiqul
    Chowdhury, Morshed U.
    Zhou, Wanlei
    INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MODELLING, CONTROL & AUTOMATION JOINTLY WITH INTERNATIONAL CONFERENCE ON INTELLIGENT AGENTS, WEB TECHNOLOGIES & INTERNET COMMERCE, VOL 2, PROCEEDINGS, 2006, : 348 - +
  • [46] Color image segmentation using pixel wise support vector machine classification
    Wang, Xiang-Yang
    Wang, Ting
    Bu, Juan
    PATTERN RECOGNITION, 2011, 44 (04) : 777 - 787
  • [47] Detection of Potato Diseases Using Image Segmentation and Multiclass Support Vector Machine
    Islam, Monzurul
    Dinh, Anh
    Wahid, Khan
    Bhowmik, Pankaj
    2017 IEEE 30TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2017,
  • [48] An ensemble support vector machine classifier for health identification using tongue image
    Cui, Yan
    Wang, Hongwu
    Liao, Shizhong
    Journal of Computational Information Systems, 2014, 10 (22): : 9649 - 9656
  • [49] Rice Sample Segmentation and Classification Using Image Processing and Support Vector Machine
    Nagoda, Nadeesha
    Ranathunga, Lochandaka
    2018 IEEE 13TH INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS (IEEE ICIIS), 2018, : 192 - 197
  • [50] Saliency Based Automatic Image Cropping Using Support Vector Machine Classifier
    Jaiswal, Nehal
    Meghrajani, Yogesh K.
    2015 INTERNATIONAL CONFERENCE ON INNOVATIONS IN INFORMATION, EMBEDDED AND COMMUNICATION SYSTEMS (ICIIECS), 2015,
12345