DocumentCode :
863514
Title :
Extraction and Analysis of Multiple Periodic Motions in Video Sequences
Author :
Briassouli, A. ; Ahuja, N.
Author_Institution :
Dept. of Comput. & Commun. Eng., Magnisia
Volume :
29
Issue :
7
fYear :
2007
fDate :
7/1/2007 12:00:00 AM
Firstpage :
1244
Lastpage :
1261
Abstract :
The analysis of periodic or repetitive motions is useful in many applications, such as the recognition and classification of human and animal activities. Existing methods for the analysis of periodic motions first extract motion trajectories using spatial information and then determine if they are periodic. These approaches are mostly based on feature matching or spatial correlation, which are often infeasible, unreliable, or computationally demanding. In this paper, we present a new approach, based on the time- frequency analysis of the video sequence as a whole. Multiple periodic trajectories are extracted and their periods are estimated simultaneously. The objects that are moving in a periodic manner are extracted using the spatial domain information. Experiments with synthetic and real sequences display the capabilities of this approach.
Keywords :
Fourier transforms; feature extraction; image motion analysis; image sequences; time-frequency analysis; feature matching; motion trajectory extraction; multiple periodic motion; repetitive motions; spatial correlation; time-frequency analysis; video sequences; Animals; Data mining; Frequency; Image analysis; Image motion analysis; Motion analysis; Motion estimation; Optical computing; Shape; Video sequences; Periodic motion analysis; short term Fourier transform.; time-frequency distributions; Algorithms; Artificial Intelligence; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Motion; Movement; Oscillometry; Pattern Recognition, Automated; Video Recording;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2007.1042
Filename :
4204166
Link To Document :
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