• ISSN 0258-2724
  • CN 51-1277/U
  • EI Compendex
  • Scopus
  • Indexed by Core Journals of China, Chinese S&T Journal Citation Reports
  • Chinese S&T Journal Citation Reports
  • Chinese Science Citation Database
Volume 20 Issue 5
Oct.  2007
Turn off MathJax
Article Contents
WANG Zuocheng, LI Yongshu, XUE Lixia, Wang Linlin. Image Texture Segmentation Based on Cloud Fuzzy Theory[J]. Journal of Southwest Jiaotong University, 2007, 20(5): 548-552.
Citation: WANG Zuocheng, LI Yongshu, XUE Lixia, Wang Linlin. Image Texture Segmentation Based on Cloud Fuzzy Theory[J]. Journal of Southwest Jiaotong University, 2007, 20(5): 548-552.

Image Texture Segmentation Based on Cloud Fuzzy Theory

  • Received Date: 06 Sep 2006
  • Publish Date: 25 Oct 2007
  • To deal with the fuzziness and randomness of image textures,a vector cloud model for texture features was proposed on the basis of the cloud fuzzy theory and was successfully used to the segmentation of textural images.With this method,texture feature vector cloud is generated backward after fuzzily processing the statistical descriptor of textures.The fuzziness and randomness of textures can be represented perfectly by the digital characteristics of the vector cloud model,and as a result,image segmentation can be accomplished by cloud distance calculating and texture feature vector cloud growing.The research result shows that the segmentation accuracy is higher and the convergence speed is quicker using the proposed model than using the iterative self-organizing data analysis techniques algorithm(SODATA) and the K-means cluster algorithm.

     

  • loading
  • HARALICK R M,SHANMUGAM K,DINSTEIN I.Texture features for image classification[J].IEEE Transactions on System,Man and Cybernetics,1973,3(6):610-621.[2] YOU J,COHEN H A.Use of fuzzy set in textured image segmentation[C]//International Symposium on Signal Processing and Its Applications.Gold Coast:The International Society for Optical Engineering,1996:585-588.[3] KARMAKAR G,DOOLEY L,MURSHED M.Fuzzy rule for image segmentation incorporating texture features[C]//The IEEE International Conference on Image Processing.New York:IEEE Computer Society,2002:797-800.[4] 林剑,鲍光淑,林强.基于模糊分析的多光谱遥感图像的纹理特征[J].中南大学学报,2004,35(2):281-284.LIN Jian,BAO Guangshu,LIN Qiang.The texture feature of multi-spectral remote sensing images based on fuzzy analysis[J].Journal of Central South University,2004,35(2):281-284.[5] LID R,DI K C,LID Y.Knowledge representation and uncertainty reasoning in GIS based on cloud models[C]//The 9th International Symposium on Spatial Data Handling.Beijing:International Geographical Union,2000:1-12.[6] 薛丽霞,王佐成,李永树,等.基于云模型的模糊边界检测研究[J].西南交通大学学报,2006,41(1):85-90.XUE Lixia,WANG Zuocheng,LI Yongshu,et al.Fuzzy edge detection based on cloud model[J].Journal of Southwest Jiaotong University,2006,41 (1):85-90.[7] BARALDI A,PARMINGGIAN F.An investigation on the texture characteristics associated with gray level co-occurrence matrix statistical parameters[J].IEEE Transactions on Geosciences and Remote Sensing,1995,32(2):293-303.[8] 刘宁宁,胡志刚,田捷,等.结合纹理信息的图像分割方法及其应用[J].软件学报,1999,10(4):390-394.LIU Ningning,HU Zhigang,TIAN Jie,et al.Texture information integrated segmentation method and its application[J].Journal of Software,1999,10(4):390-394.[9] WILSON R,SPANN M.Finite prolate spherical sequences and their application Ⅱ:Image feature description and segmentation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1988,10(1):193-203.[10] CHAUDHURI B B,SARKAR N.Texture segmentation using fractal dimension[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,1995,17(1):72-77.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索
    Article views(1342) PDF downloads(297) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return