A new method of SAR image segmentation based on fuzzy art

被引：0
|
作者：
Xue, XR [1 ]
Zhang, YN [1 ]
Zhao, RC [1 ]
机构：
[1] Northwestern Polytech Univ, Xian 710072, Peoples R China
来源：
2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS | 2003年
关键词：
SAR image; speckle; fuzzy ART neural network; Gray level threshold; image segmentation;
D O I：
10.1109/ICMLC.2003.1259694
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
For speckle consisted in SAR image, good segmentation result can't be gotten with traditional methods. In the paper, according to the features of SAR image and the fuzzy ART (Adaptive Resonance Theory)neural network, A new gray level threshold method of SAR image segmentation is proposed, and the method can determine automatically the number of classes and suppress effectively the noise in the given SAR image. With experiments, it is proved that a good segmentation result can be gotten with the new method in the paper, and at the same time, the speckle in the SAR image is also reduced greatly.
引用
收藏
页码：1314 / 1317
页数：4
相关论文
共 50 条
  • [1] A new method of SAR image segmentation
    Xue, XR
    Zeng, QM
    IGARSS 2005: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-8, PROCEEDINGS, 2005, : 4701 - 4703
  • [2] A new method for image segmentation based on fuzzy knowledge
    Tresp, C
    Jager, M
    Moser, M
    Hiltner, J
    Fathi, M
    IEEE INTERNATIONAL JOINT SYMPOSIA ON INTELLIGENCE AND SYSTEMS, PROCEEDINGS, 1996, : 227 - 233
  • [3] A new method of SAR image segmentation based on neural network
    Xue, XR
    Zhang, YN
    Zhao, RC
    Duan, F
    Chen, Y
    ICCIMA 2003: FIFTH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND MULTIMEDIA APPLICATIONS, PROCEEDINGS, 2003, : 149 - 153
  • [4] SAR image segmentation based on fuzzy region competition method and gamma model
    Liua, Cunliang
    Zheng, Yongguo
    Pan, Zhenkuan
    Duan, Jinming
    Wang, Guodong
    Journal of Software, 2013, 8 (01) : 228 - 235
  • [5] Fuzzy Active Contours based SAR Image Segmentation
    Javed, Umer
    Riaz, Muhammad Mohsin
    Ghafoor, Abdul
    Cheema, Tanveer Ahmed
    2013 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS SYSTEMS (ISPACS), 2013, : 17 - 21
  • [6] A new segmentation method in SAR image reconstruction
    Aoki, Yoshimitsu
    Kato, Takeshi
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2007, 3 (02): : 235 - 245
  • [7] A New Method of SAR Image Reconstruction and Segmentation
    Kong Yingying
    Zhou Jianjiang
    2009 INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION, AND ROBOTICS, PROCEEDINGS, 2009, : 249 - 253
  • [8] A New Method of SAR Image Segmentation Based on FCM and Wavelet Transform
    Xue, Xiaorong
    Wang, Hongfu
    Xiang, Fang
    Wang, JiPeng
    2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2012, : 621 - 624
  • [9] A SAR Image Segmentation Method Based on MLRT
    Ju, Yanwei
    Zhang, Yan
    Chen, Dong
    2020 5TH INTERNATIONAL CONFERENCE ON COMMUNICATION, IMAGE AND SIGNAL PROCESSING (CCISP 2020), 2020, : 179 - 182
  • [10] SAR Image Segmentation Based on Active Contours With Fuzzy Logic
    Javed, Umer
    Riaz, Muhammad Mohsin
    Ghafoor, Abdul
    Cheema, Tanveer Ahmed
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2016, 52 (01) : 181 - 188
12345