Research on Interactive Segmentation Algorithm Based on Search Path Optimization

被引:3
|
作者
Ma, Haimin [1 ]
机构
[1] Lanzhou Jiaotong Univ, Sch Elect & Informat Engn, Lanzhou 730070, Peoples R China
来源
2009 INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS, VOL 2, PROCEEDINGS | 2009年
关键词
interactive segmentation; search path; binary heap sort; LIVE-WIRE;
D O I
10.1109/IHMSC.2009.195
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For many images with complicated foreground and background, it is difficult to locate interest object area by automatic segmentation algorithm. Interactive segmentation algorithms can provide effective control on these occasions. Interactive live-wire segmentation algorithm, which can provide accurate, reproducible boundary extraction, is widely applied. However, the algorithm, which employs Dijkstra algorithm to search the optimal path between two nodes, is time consuming, especially in the case of real-time segmenting sequence of slice images including plenty of pixels. The paper presents two methods of search path optimization to improve the real-time capability of the algorithm. The constraint that the search ends as soon as finds the goal node, is set up to greatly reduce searched nodes. Meanwhile, heap sort is used for searching the globally optimal path from the start node to the goal node. Algorithm analysis and experiments indicate that the presented search strategy can evidently improve the efficiency of live-wire algorithm.
引用
收藏
页码:286 / 289
页数:4
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