An Improved FCM Algorithm for Image Segmentation

被引：0
|
作者：
Li, Kunlun [1 ]
Cao, Zheng [1 ]
Cao, Liping [2 ]
Liu, Ming [1 ]
机构：
[1] Hebei Univ, Coll Elect & Informat Engn, Baoding 071002, Peoples R China
[2] Baoding Vocat & Tech Coll, Dept Elect & Mech Engn, Baoding 071002, Peoples R China
来源：
ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT) | 2010年 / 6401卷
基金：
中国国家自然科学基金;
关键词：
Fuzzy C-Means; Image Segmentation; Spatial Constraint;
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：
A novel image segmentation method based on modified fuzzy c-means (FCM) is proposed in this paper. By using the neighborhood pixels as spatial information, a spatial constraint penalty term is added in the objective function of standard FCM to improve the robustness. Meanwhile, the neighbor pixels information is used selectively to reduce computing time and iterations. Experiments on real images segmentation proved the availability of the improvement.
引用
收藏
页码：551 / 556
页数：6
相关论文
共 50 条
  • [1] An Improved Suppressed FCM Algorithm for Image Segmentation
    Lan, Hong
    Jin, Shaobin
    ADVANCES IN MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-4, 2013, 712-715 : 2349 - 2353
  • [2] An automatic image segmentation algorithm based on improved FCM
    Zhou, X.-M. (zhouxm@scut.edu.cn), 1600, South China University of Technology (42): : 1 - 7
  • [3] An Improved Spatial FCM Algorithm for Cardiac Image Segmentation
    Yousefi-Banaem, Hossein
    Kermani, Saeed
    Sarrafzadeh, Omid
    Khodadad, Davood
    2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC), 2013,
  • [4] An Improved FCM Algorithm Incorporating Spatial Information for Image Segmentation
    Li, Bin
    Chen, Wufan
    Wang, Dandan
    ISCSCT 2008: INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND COMPUTATIONAL TECHNOLOGY, VOL 2, PROCEEDINGS, 2008, : 493 - 495
  • [5] Image Segmentation Based on Bacterial Foraging and FCM Algorithm
    Mo, Hongwei
    Yin, Yujing
    INTERNATIONAL JOURNAL OF SWARM INTELLIGENCE RESEARCH, 2011, 2 (03) : 16 - 28
  • [6] Medical image segmentation using improved FCM
    Zhang XiaoFeng
    Zhang CaiMing
    Tang WenJing
    Wei ZhenWen
    SCIENCE CHINA-INFORMATION SCIENCES, 2012, 55 (05) : 1052 - 1061
  • [7] Medical image segmentation using improved FCM
    XiaoFeng Zhang
    CaiMing Zhang
    WenJing Tang
    ZhenWen Wei
    Science China Information Sciences, 2012, 55 : 1052 - 1061
  • [8] Medical image segmentation using improved FCM
    ZHANG XiaoFeng 1
    2 School of Information and Electrical Engineering
    3 School of Computer Science and Technology
    4 Shandong Province Key Lab of Digital Media Technology
    ScienceChina(InformationSciences), 2012, 55 (05) : 1052 - 1061
  • [9] Image segmentation with FCM algorithm and edge detection
    Li, H
    Lai, SL
    Li, SF
    PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON COMPUTER AIDED DESIGN & COMPUTER GRAPHICS, 1999, : 832 - 835
  • [10] Brain MR Image Segmentation Based on Gaussian Filtering and Improved FCM Clustering Algorithm
    Wan, Chunyuan
    Ye, Mingquan
    Yao, Chuanwen
    Wu, Changrong
    2017 10TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, BIOMEDICAL ENGINEERING AND INFORMATICS (CISP-BMEI), 2017,
12345