DocumentCode :
1238667
Title :
Recovering articulated pose: a comparison of two pre and postimposed constraint methods
Author :
de Campos, Teofilo E. ; Tordoff, Ben J. ; Murray, David W.
Author_Institution :
Dept. of Eng. Sci., Oxford Univ., UK
Volume :
28
Issue :
1
fYear :
2006
Firstpage :
163
Lastpage :
168
Abstract :
We contrast the performance of two methods of imposing constraints during the tracking of articulated objects, the first method preimposing the kinematic constraints during tracking and, thus, using the minimum degrees of freedom, and the second imposing constraints after tracking and, hence, using the maximum. Despite their very different formulations, the methods recover the same pose change. Further comparisons are drawn in terms of computational speed and algorithmic simplicity and robustness, and it is the last area which is the most telling. The results suggest that using built-in constraints is well-suited to tracking individual articulated objects, whereas applying constraints afterward is most suited to problems involving contact and breakage between articulated (or rigid) objects, where the ability to test tracking performance quickly with constraints turned on or off is desirable.
Keywords :
image motion analysis; object detection; algorithmic simplicity; articulated pose; built-in constraints; computational speed; kinematic constraints; postimposed constraint methods; preimposed constraint methods; visual tracking; Algebra; Deformable models; Kinematics; Lagrangian functions; Legged locomotion; Particle filters; Robustness; Subspace constraints; Testing; Tracking; Index Terms- Visual tracking; articulated objects; motion constraints.; Algorithms; Artificial Intelligence; Humans; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Joints; Movement; Pattern Recognition, Automated; Photography; Posture;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2006.22
Filename :
1542042
Link To Document :
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