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| scale adaptation of mean shift based on graph cuts theory | |
| Zhao Ling; An Guocheng; Zhang Fengjun; Wang Hongan; Dai Guozhong | |
| 2011 | |
| Conference Name | 12th International Conference on Computer-Aided Design and Computer Graphics, CAD/Graphics 2011 |
| Source | Proceedings - 12th International Conference on Computer-Aided Design and Computer Graphics, CAD/Graphics 2011 |
| Pages | 202-205 |
| Conference Date | September |
| Conference Place | Jinan, China |
| Indexed Type | EI |
| ISBN | 9780769544977 |
| Department | (1) Intelligence Engineering Lab. Institute of Software Chinese Academy of Sciences Beijing 100190 China |
| English Abstract | The classical Mean Shift can't change the scale of tracking window in real time while tracking target is changing in size. This paper adopts graph cuts theory to the problem of scale adaptation for Mean Shift tracking. According to the result of Mean Shift iteration in every frame, implementing graph cuts using skin color Gaussian mixture model(GMM) in a small area around it, and updating tracking window size through the largest skin lump among the result of graph cuts. Experimental results clearly demonstrate that the method can reflect the real scale change of tracking target, avoid the interference of other objects in background, and has good usability and robustness. Besides it enriches manipulation method of Human Computer Interaction by controlling entertainment games. © 2011 IEEE.; The classical Mean Shift can't change the scale of tracking window in real time while tracking target is changing in size. This paper adopts graph cuts theory to the problem of scale adaptation for Mean Shift tracking. According to the result of Mean Shift iteration in every frame, implementing graph cuts using skin color Gaussian mixture model(GMM) in a small area around it, and updating tracking window size through the largest skin lump among the result of graph cuts. Experimental results clearly demonstrate that the method can reflect the real scale change of tracking target, avoid the interference of other objects in background, and has good usability and robustness. Besides it enriches manipulation method of Human Computer Interaction by controlling entertainment games. © 2011 IEEE. |
| Keyword | Color Computer Graphics Computer Aided Design Graph Theory Graphic Methods Human Computer Interaction Image Segmentation |
| Sponsorship | China Computer Federation |
| Language | 英语 |
| Content Type | 会议论文 |
| URI | http://ir.iscas.ac.cn/handle/311060/16215 |
| Collection | 中国科学院软件研究所 |
| Recommended Citation GB/T 7714 | Zhao Ling,An Guocheng,Zhang Fengjun,et al. scale adaptation of mean shift based on graph cuts theory[C],2011:202-205. |
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