Title :
B-spline active contours for fast video segmentation
Author :
Precioso, F. ; Barlaud, M.
Author_Institution :
Nice Univ., Sophia Antipolis, France
Abstract :
Video segmentation is among the most important challenges of video processing and compression (MPEG4 and MPEG-7). A drawback of classical methods is the computational cost due to the model complexity. In this paper we propose to use a B-spline parametric contour to implement a region-based active contour segmentation Hence we get a fast variational method based on active contours with an intrinsic regularizing constraint. More precisely the evolution force follows from the minimization of a region-based criterion. The theory of B-splines allows analytical computation of the contour curvature at any point. The model complexity is fixed and depends on the desired level of detail. This complexity is highly compared to non-parametric methods. We compare our new approach to classical parametric polygon-based methods. We show experiments on real video sequences
Keywords :
computational complexity; image segmentation; interpolation; minimisation; splines (mathematics); variational techniques; video signal processing; B-spline parametric contour; MPEG-4; MPEG-7; evolution force; fast variational method; minimization; model complexity; region-based active contour segmentation; region-based criterion; regularizing constraint; video compression; video processing; video segmentation; video sequences; Active contours; Computational efficiency; Interpolation; Level set; MPEG 7 Standard; Size control; Spline; Topology; Video compression; Video sequences;
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
DOI :
10.1109/ICIP.2001.958609