DocumentCode :
3311687
Title :
Global motion model based on B-spline wavelets: application to motion estimation and video indexing
Author :
Bruno, E. ; Pellerin, D.
Author_Institution :
LIS, INPG, Grenoble, France
fYear :
2001
fDate :
2001
Firstpage :
289
Lastpage :
294
Abstract :
This paper describes a framework to estimate a global motion model based on B-spline wavelets. The wavelet-based model allows optical flow to be recovered at different resolution levels from the image derivatives. By combining estimation from different resolution levels in a coarse to fine scheme, our algorithm is able to recover a large range of velocity magnitudes. Our algorithm is evaluated on artificial and real image sequences and provides accurate optical flows. The wavelet coefficients of the model at low resolution levels also provide features to index video or to recognize activities. Preliminary experiments on video indexing based on coarse wavelet coefficients are presented. As an example, we have considered video sequences containing different human activities. Wavelet coefficients are efficient to give a database partition related to the kind of human activities
Keywords :
image classification; image sequences; motion estimation; splines (mathematics); video signal processing; visual databases; wavelet transforms; B-spline wavelets; coarse wavelet coefficients; global motion model; human activity recognition; image derivatives; image sequences; motion estimation; optical flow; resolution levels; velocity magnitudes; video indexing; Humans; Image motion analysis; Image resolution; Image sequences; Indexing; Motion estimation; Spatial databases; Spline; Video sequences; Wavelet coefficients;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing and Analysis, 2001. ISPA 2001. Proceedings of the 2nd International Symposium on
Conference_Location :
Pula
Print_ISBN :
953-96769-4-0
Type :
conf
DOI :
10.1109/ISPA.2001.938643
Filename :
938643
Link To Document :
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