DocumentCode :
3098756
Title :
Is the Hand really quicker than the Eye? Variances of the Mean-Shift algorithm for real-time hand and face tracking
Author :
Dadgostar, Farhad ; Sarrafzadeh, Abdolhossein ; Overmyer, Scott P. ; de Silva, Lakdeepal
Author_Institution :
Inst. of Inf. & Math. Sci., Massey Univ., Auckland
fYear :
2006
fDate :
Nov. 28 2006-Dec. 1 2006
Firstpage :
58
Lastpage :
58
Abstract :
Vision-based gesture recognition systems require identifying and tracking the boundaries of skin segments. In this article, we present four variations of the Mean-Shift algorithm with the applications of hand and face tracking in user interface applications. The first variation is based on continuous sampling of the boundaries of the kernel and changing the size of the kernel. The second variation addresses tracking of multiple skin blobs in the image sequence. The third algorithm provides a high level of tracking which we call a "Macro tracker" for tracking activity from multiple trackers. The fourth variation addresses the application of depth information in blob tracking. This additional variable makes the algorithm more robust in handling occlusion, which often occurs in user interface applications.
Keywords :
computer graphics; gesture recognition; image segmentation; image sequences; blob tracking; handling occlusion; image sequence; macro tracker; mean-shift algorithm; multiple skin blobs; real-time face tracking; real-time hand tracking; skin segments; user interface; vision-based gesture recognition systems; Clustering algorithms; Computational intelligence; Educational institutions; Face detection; Face recognition; Image processing; Kernel; Real time systems; Skin; User interfaces;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence for Modelling, Control and Automation, 2006 and International Conference on Intelligent Agents, Web Technologies and Internet Commerce, International Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7695-2731-0
Type :
conf
DOI :
10.1109/CIMCA.2006.137
Filename :
4052702
Link To Document :
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