advanced
XU Hai-xiang, ZHU Guang-xi, TIAN Jin-wen, ZHANG Xiang, PENG Fu-yuan. Image Segmentation Based on Support Vector Machine[J]. Journal of Electronic Science and Technology, 2005, 3(3): 226-230.
Citation: XU Hai-xiang, ZHU Guang-xi, TIAN Jin-wen, ZHANG Xiang, PENG Fu-yuan. Image Segmentation Based on Support Vector Machine[J]. Journal of Electronic Science and Technology, 2005, 3(3): 226-230.
shu

Image Segmentation Based on Support Vector Machine

  • 1.

    Department of Electronics and Information Engineering,Huazhong University of Science and Technology Wuhan 430074 China;

  • 2.

    Institute of Pattern Recognition and Artificial Intelligence,Huazhong University of Science and Technology Wuhan 430074 China

Funds: 

Supported by the National Natural Science Foundation of China (No. 60475024)

More Information
  • Author Bio:

    XU Hai-xiang research interests include: image processing; pattern recognition and artificial intelligence, qukaiyang@163.com.

  • Received Date: 2004-11-09
  • Publish Date: 2005-09-24
    Abstract
  • Image segmentation is a necessary step in image analysis. Support vector machine (SVM) approach is proposed to segment images and its segmentation performance is evaluated. Experimental results show that:the effects of kernel function and model parameters on the segmentation performance are significant; SVM approach is less sensitive to noise in image segmentation; The segmentation performance of SVM approach is better than that of back-propagation multi-layer perceptron (BP-MLP) approach and fuzzy c-means (FCM) approach.
    • FullText(HTML)
    • References(0)
    • Relative Articles

  • Related Articles

    [1]Tian-Chi Zhang, Jing Zhang, Jian-Pei Zhang, He Wang. Review of Methods of Image Segmentation Based on Quantum Mechanics[J]. Journal of Electronic Science and Technology, 2018, 16(3): 243-252. DOI: 10.11989/JEST.1674-862X.71013122
    [2]Chun-Yuan Yu, Chia-Jen Chang, Yen-Ju Yao, Shyr-Shen Yu. Automatic Vessel Segmentation on Retinal Images[J]. Journal of Electronic Science and Technology, 2014, 12(4): 400-404. DOI: 10.3969/j.issn.1674-862X.2014.04.011
    [3]Abdenasser Djafri, Boualem Haddad. Classification of Convective and Stratiform Cells in Meteorological Radar Images Using SVM Based on a Textural Analysis[J]. Journal of Electronic Science and Technology, 2014, 12(1): 130-133. DOI: 10.3969/j.issn.1674-862X.2014.01.025
    [4]Khaled Suwais, Rana Al-Otaibi, Ali Alshahrani. Saudi License Plate Recognition Algorithm Based on Support Vector Machine[J]. Journal of Electronic Science and Technology, 2013, 11(4): 424-428. DOI: 10.3969/j.issn.1674-862X.2013.04.016
    [5]Ying Chen, Gongjun Yan, Danda B. Rawat, Awny Alnusair, Bhed B. Bista. Correcting Image Distortion for Adaptive Cruise Control[J]. Journal of Electronic Science and Technology, 2013, 11(3): 291-295. DOI: 10.3969/j.issn.1674-862X.2013.03.010
    [6]Chin-Chen Chang, Yung-Chen Chou. Special Issue on Steganography and Image Authentication[J]. Journal of Electronic Science and Technology, 2013, 11(1): 1-2. DOI: 10.3969/j.issn.1674-862X.2013.01.001
    [7]Dinh Hoan Trinh, Marie Luong, Jean-Marie Rocchisani, Canh Duong Pham, Huy Dien Pham, Francoise Dibos. An Optimal Weight Method for CT Image Denoising[J]. Journal of Electronic Science and Technology, 2012, 10(2): 124-129. DOI: 10.3969/j.issn.1674-862X.2012.02.006
    [8]Quang Tung Thieu, Marie Luong, Jean-Marie Rocchisani, Nguyen Linh-Trung, Emmanuel Viennet. Novel Active Contour Model for Image Segmentation Based on Local Fuzzy Gaussian Distribution Fitting[J]. Journal of Electronic Science and Technology, 2012, 10(2): 113-118. DOI: 10.3969/j.issn.1674-862X.2012.02.004
    [9]Xin-Yu Du, Yong-Jie Li, Cheng Luo, De-Zhong Yao. Elitist Reconstruction Genetic Algorithm Based on Markov Random Field for Magnetic Resonance Image Segmentation[J]. Journal of Electronic Science and Technology, 2012, 10(1): 83-87. DOI: 10.3969/j.issn.1674-862X.2012.01.015
    [10]Qing-Rong Li, Mei Xie. Measuring Fingerprint Image Quality Using the Fourier Spectrum[J]. Journal of Electronic Science and Technology, 2007, 5(3): 264-267.
    • Supplements (0)

    • Catalog

      Get Citation
      PDF
      XML

      Article Metrics

      Article views (428) PDF downloads (58) Cited by()
      Related
      Proportional views

      Copyright 2008-2016 JEST All Rights Reserved

      Supported by: Beijing Renhe Information Technology Co. Ltd 

      /

      DownLoad:  Full-Size Img  PowerPoint
      Return
      Return