Title :
Directional filters and a new structure for estimation of optical flow
Author_Institution :
Dept. of Electr. & Comput. Eng., Stavanger Univ. Coll., Norway
Abstract :
We study the use of directional filters with application to estimation of dense velocity fields. We suggest a new type of directional filters based on the discrete prolate spheroidal sequence (DPSS). These filters are used for two purposes, decomposition of images in subimages with directional information, and a set of quadrature filters based on the DPSS is used for estimation of direction. For efficient computation of optical flow we suggest a new structure using 2D directional filters. After a set of scale space filters the image sequence is decomposed in subsequences with directional properties. For each direction phase space-time slices is extracted and a set of directional quadrature filters is used to estimate component velocities. The component velocities are finally used for estimation of a full velocity field. Compared to other methods our system is among the best, when accuracy, density and computational complexity is considered.
Keywords :
computational complexity; feature extraction; filtering theory; image sequences; motion estimation; quadrature mirror filters; two-dimensional digital filters; 2D directional filters; accuracy; computational complexity; dense velocity fields estimation; direction estimation; directional information; directional properties; directional quadrature filters; discrete prolate spheroidal sequence; full velocity field; image sequence decomposition; motion estimation; optical flow estimation; phase space-time slices; quadrature filters; scale space filters; subimages; subsequences; velocity estimation; Band pass filters; Educational institutions; Image motion analysis; Image sequences; Information filtering; Information filters; Motion detection; Motion estimation; Optical computing; Optical filters;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899493