DocumentCode :
419867
Title :
Compressed spatio-temporal descriptors for video matching and retrieval
Author :
Alatas, Orkun ; Javed, Omar ; Shah, Mubarak
Author_Institution :
Sch. of Comput. Sci., Central Florida Univ., Orlando, FL, USA
Volume :
3
fYear :
2004
fDate :
23-26 Aug. 2004
Firstpage :
882
Abstract :
The contents of a video can be described in terms of appearance and motion of the scenes. In this paper, we propose a compressed spatio-temporal descriptor that is suitable for video matching and retrieval tasks. We use a modified wavelet based compression technique that exploits the temporal redundancy of the data using optical flow. In order to achieve a compact flow representation, a spline based technique is used. The optical flow field gives the directions along which the gray levels have regular variations in time. Wavelet decomposition along these directions results in fewer coefficients and thus higher compression. We demonstrate that the wavelet coefficients and flow parameters can be efficiently used for 1) video retrieval and matching, and 2) calculating spatio-temporal similarity between articulated objects. The results are demonstrated on several sequences.
Keywords :
data compression; image matching; image motion analysis; image retrieval; image sequences; spatiotemporal phenomena; splines (mathematics); video signal processing; wavelet transforms; compact flow representation; compressed spatiotemporal descriptors; modified wavelet based compression technique; optical flow field; spatiotemporal similarity calculation; spline based technique; temporal redundancy; video matching; video retrieval; wavelet coefficients; wavelet decomposition; Computer science; Image coding; Image motion analysis; Layout; Legged locomotion; Optical computing; Spline; Video compression; Video sequences; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
ISSN :
1051-4651
Print_ISBN :
0-7695-2128-2
Type :
conf
DOI :
10.1109/ICPR.2004.1334669
Filename :
1334669
Link To Document :
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