Volume 38 Issue 5
May  2012
Turn off MathJax
Article Contents
Liu Rong, Peng Yanmin, Tang Can, et al. Object auto-segmentation based on watershed and graph cut[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, 38(5): 636-640,647. (in Chinese)
Citation: Liu Rong, Peng Yanmin, Tang Can, et al. Object auto-segmentation based on watershed and graph cut[J]. Journal of Beijing University of Aeronautics and Astronautics, 2012, 38(5): 636-640,647. (in Chinese)

Object auto-segmentation based on watershed and graph cut

  • Received Date: 04 Mar 2011
  • Publish Date: 30 May 2012
  • In order to segment CT slices mostly and accurately, watershed algorithm and graph cut were combined. Firstly, the inner contour and the outer contour of the target object were selected, and then watershed algorithm was applied to divide the region between contours into series of smaller regions. Each smaller region was regarded as a node to establish the graph. Multiple sources and multiple sinks can be converted to the single source and the single sink to refine the graph. Secondly, the target object of the first CT can be extracted by the maximal-flow cut. Thirdly, mapping the contour to the next CT, the contour was reduced and expanded to regard as the inner contours and the outer contours. Then the next CT was segmented. Followed by the cycling, the entire sequence of CT will be operated. The experiment proves that this algorithm is more effective in the segmentation and the running time than the other traditional algorithms. Meanwhile, the contours of the series of CT were extracted automatically.

     

  • loading
  • [1]
    曹蕾,路利军,杨蕊梦,等.基于区域增长的肺结节自适应形态分割[J].南方医科大学学报,2008,28(12):2109-2125 Cao Lei,Lu Lijun,Yang Ruimeng,et al.Self-adapted segmentation of pulmonary nodule based on region growing[J].J South Med Univ,2008,28(12):2109-2125(in Chinese)
    [2]
    赵锋,赵荣椿.分裂-合并方法在图象分割、目标提取中的应用[J].西北工业大学学报,2000,18(1):116-120
    Zhao Feng,Zhao Rongchun.A new method for image segmentation[J].Journal of North Western Polytechnical University,2000,18(1):116-120(in Chinese)
    [3]
    孔丁科,汪国昭.基于区域相似性的活动轮廓SAR图像分割[J].计算机辅助设计与图形学学报,2010,22(9):1554-1560
    Kong Dingke,Wang Guozhao.Region-similarity based active contour model for SAR image segmentation[J].Journal of Computer-Aided Design & Computer Graphics,2010,22(9):1554-1560(in Chinese)
    [4]
    Yuri Boykov,Gareth Funkalea.Graph cuts and efficient N-D image segmentation[J].International Journal of Computer Vision,2006,70(2):109-131
    [5]
    Vincent L,Soille P.Watersheds in digital spaces:an efficient algorithm based on immersion simulation[J].IEEE Transactions on Pattern Analysis and Machine Inteligence,1991,13:583-598
    [6]
    Li Yin,Sun Jian,Tang Chikeung,et al.Lazy snapping[J].ACM Transactions on Graphics,2004,23(3):303-308
    [7]
    Xu Ning,Ahuja Narendra,Bansal Ravi.Object segmentation using graph cuts based active contours[J].Computer Vision and Image Understanding,2007,107:210-224
    [8]
    Boykov Yuri,Kolmogorov Vladimir.An experimental comparison of min-cut max-flow algorithm of energy minimization in vision[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2004,26(9):1124-1137
  • 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(2506) PDF downloads(574) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return