scale adaptation of mean shift based on graph cuts theory

ISCAS OpenIR

	scale adaptation of mean shift based on graph cuts theory
	Zhao Ling; An Guocheng; Zhang Fengjun; Wang Hongan; Dai Guozhong
	2011
会议名称	12th International Conference on Computer-Aided Design and Computer Graphics, CAD/Graphics 2011
会议录名称	Proceedings - 12th International Conference on Computer-Aided Design and Computer Graphics, CAD/Graphics 2011
页码	202-205
会议日期	September
会议地点	Jinan, China
收录类别	EI
ISBN	9780769544977
部门归属	(1) Intelligence Engineering Lab. Institute of Software Chinese Academy of Sciences Beijing 100190 China
摘要	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.
关键词	Color Computer Graphics Computer Aided Design Graph Theory Graphic Methods Human Computer Interaction Image Segmentation
主办者	China Computer Federation
语种	英语
内容类型	会议论文
URI标识	http://ir.iscas.ac.cn/handle/311060/16215
专题	中国科学院软件研究所
推荐引用方式 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.