DocumentCode :
1848764
Title :
Spatiotemporal projection of motion field sequence for generating feature vectors in gesture perception
Author :
Hayakawa, Hitoshi ; Shibata, Tadashi
Author_Institution :
Dept. of Electron. Eng., Univ. of Tokyo, Tokyo
fYear :
2008
fDate :
18-21 May 2008
Firstpage :
3526
Lastpage :
3529
Abstract :
An algorithm of generating a single feature vector representation from a sequence of motion fields has been developed for gesture perception. Four directional motion components in a motion field are projected onto x- and y-axes perpendicular to respective directions and four histograms are generated. Then the time evolution of such histograms are integrated by spatiotemporal projection and summarized in the form of a single vector that represents the motion history of the image in a scene. Gesture perception is carried out by a simple template matching using such motion-field sequence vector. In order to enhance the performance of gesture perception, three techniques have been introduced in template matching: normalization, smoothing and shifting. Preliminary gesture perception experiments using the vector representation developed in the present work have been carried out and the effectiveness of the algorithm has been demonstrated.
Keywords :
gesture recognition; image matching; image motion analysis; image representation; image sequences; smoothing methods; spatiotemporal phenomena; vectors; four-directional motion components; gesture perception; histogram; image shifting; image smoothing; motion field sequence; normalization; single feature vector representation; spatiotemporal projection; template matching; Feature extraction; Hidden Markov models; Histograms; Image motion analysis; Layout; Motion analysis; Motion pictures; Spatiotemporal phenomena; Tracking; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems, 2008. ISCAS 2008. IEEE International Symposium on
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4244-1683-7
Electronic_ISBN :
978-1-4244-1684-4
Type :
conf
DOI :
10.1109/ISCAS.2008.4542220
Filename :
4542220
Link To Document :
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