Advanced Search
Volume 28 Issue 9
Sep.  2010
Turn off MathJax
Article Contents
Liu Hai-hua, Zhang Wu, Chen Xin-hao, Chen Ya-guang. Algorithm of Moving Object Segmentation Based on Fuzzy Clustering[J]. Journal of Electronics & Information Technology, 2006, 28(9): 1689-1692.
Citation: Liu Hai-hua, Zhang Wu, Chen Xin-hao, Chen Ya-guang. Algorithm of Moving Object Segmentation Based on Fuzzy Clustering[J]. Journal of Electronics & Information Technology, 2006, 28(9): 1689-1692.

Algorithm of Moving Object Segmentation Based on Fuzzy Clustering

  • Received Date: 2005-12-06
  • Rev Recd Date: 2006-05-24
  • Publish Date: 2006-09-19
  • In order to obtain Integrated and consistent segmentation of motion video objects, the segmentation algorithm based on fuzzy clustering is used to obtain pixels that constitute boundaries of motion object and extract video objects in the sequence sequentially. The motion properties of the current frame in each wavelet sub-band first are calculated using information of current frame and some frames before it in this algorithm. The set of motion eigenvectors is constructed with these properties. Then, significant change pixels are separated by fuzzy C-mean clustering algorithm based on these motion eigenvectors of low-resolution image. The change detection mash of motion object is obtained with significant change image, instead of frame difference, by conventional method of change detection and video objects are extracted. At the same time, the mean absolute different between consecutive two frames is used to determine number of frames that are used for properties calculation. It ensures accuracy of video objects obtained,. The experimental results demonstrate the algorithm effective.
  • loading
  • Sikora T. The MPEG-4 video standard verification model[J].IEEE Trans.Circuit Syst. Video Technol.1997, 7(1):19-[2]Nack F, Lindsay A T. Everything you wanted to know about MPEG-7: Part 2[J].IEEE Multimedia.1999, 6(3):64-[3]刘龙等. 局部运动场景中运动对象的压缩域分割算法[J].电子与信息学报.2005, 27(8):1249-浏览[4]杨莉等. 视频运动对象的自动分割. 计算机辅助设计与图形学报, 2004, 16(3): 301-306.[5]吴思, 林守勋, 张勇东. 基于动态背景构造的视频运动对象自动分割. 计算机学报, 2005, 28(8): 1386-1392.[6]Kim C, Hwang J N. Fast and automatic video object segmentation and tracking for content-based application[J].IEEE Trans.on Circuits and Syst. Video Technol.2002, 12(2):122-[7]Kim C, Hwang J N. Object-based video abstraction for video surveillance system[J].IEEE Trans. on Circuits and Syst. Video Technol.2002, 12(12):1128-[8]Huang J C, Hsieh W S. Wavelet-based moving-object segmentation[J].IEEE Electronics Letters.2003, 39(19):1380-[9]Huang J C, Su T S, Hsieh W S. Double-change-detection method for wavelet-based moving-object segmentation[J].IEEE Electronics Letters.2004, 40(13):798-[10]Dufaux F, Konrad J. Efficient, robust and fast global motion estimation for video coding[J].IEEE Trans. Image Processing.2000, 9(3):497-[11]Liew A W C, Shu Hung Leung, Wing Hong Lau. Segmentation for color lip images by spatial fuzzy clustering[J].IEEE Trans. Fuzzy Systems.2003, 11(4):542-[12]Eschrich S, Ke Jingwei, Hall L O, et al.. Fast accurate fuzzy clustering through data reduction[J].IEEE Trans. Fuzzy Systems.2003, 11(2):262-
  • 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 Metrics

    Article views (2200) PDF downloads(862) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return