Two-step active contour method based on gradient flow | |
Zhu LL(朱琳琳); Fan BJ(范保杰); Tang YD(唐延东) | |
刊名 | INDUSTRIAL ROBOT-AN INTERNATIONAL JOURNAL |
2010 | |
卷号 | 37期号:4页码:364-371 |
关键词 | Robotics Tracking Deformation Flow |
ISSN号 | 0143-991X |
产权排序 | 1 |
中文摘要 | Purpose - Active contour can describe target's silhouette accurately and has been widely used in image segmentation and target tracking. Its main drawback is huge computation that is still not well resolved. The purpose of this paper is to optimize the evolving path of active contour, to reduce the computation cost and to make the evolution effectively. Design/methodology/approach - The contour-evolution process is separated into two steps: global translation and local deformation. The contour global translation and local deformation are realized by average and normal gradient flow of the evolving contour curve, respectively. Findings - When a contour is far away from the object to be segmented or tracked, the effective way of contour evolution is that it moves to the object without deformation first and then it deforms into the shape of the object when it moves on the object. Originality/value - The method presented in this paper can optimize the curve evolving path effectively without complicated calculation, such as rebuilding a new inner product, and its computation cost is largely reduced. |
WOS标题词 | Science & Technology ; Technology |
类目[WOS] | Engineering, Industrial ; Robotics |
研究领域[WOS] | Engineering ; Robotics |
关键词[WOS] | IMAGE SEGMENTATION ; CURVE EVOLUTION ; SHAPES ; PRIORS ; MODELS ; SNAKES |
收录类别 | SCI ; EI |
资助信息 | This paper is funded by the Natural Science Foundation of China (Grant No. 60871078 and 50876110). The authors would like to thank Xiaomao Li, Jing Sun, and Wei Dong for their advice and support. |
语种 | 英语 |
WOS记录号 | WOS:000280442200006 |
公开日期 | 2012-05-29 |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/7418] |
专题 | 沈阳自动化研究所_机器人学研究室 |
推荐引用方式 GB/T 7714 | Zhu LL,Fan BJ,Tang YD. Two-step active contour method based on gradient flow[J]. INDUSTRIAL ROBOT-AN INTERNATIONAL JOURNAL,2010,37(4):364-371. |
APA | Zhu LL,Fan BJ,&Tang YD.(2010).Two-step active contour method based on gradient flow.INDUSTRIAL ROBOT-AN INTERNATIONAL JOURNAL,37(4),364-371. |
MLA | Zhu LL,et al."Two-step active contour method based on gradient flow".INDUSTRIAL ROBOT-AN INTERNATIONAL JOURNAL 37.4(2010):364-371. |
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