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
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