Title :
Active Contour Attracted by a Reference Contour: A Region-Based Approach
Author :
De Roover, Cédric ; Czyz, Jacel ; Macq, Benoit
Author_Institution :
Lab. de Telecommun. et Teledetection, Univ. Catholique de Louvain, Louvain-la-Neuve
Abstract :
Lack of temporal coherence in video segmentation algorithms often leads to flickering or to discrepancies on the segmentation mask boundaries. Active contour video segmentation algorithms can lead to very smooth segmentation masks when they are defined in three dimensions (two spatial and one temporal). In this paper, we use an active contour method to attract an active surface toward a non-smoothed segmentation mask boundary. This active surface produces a new segmentation mask which is smoother than the first one. To achieve this task, we introduce a new region-based term for active contour segmentation in the variational framework. This term attracts the evolving curve to a reference contour. The energy criterion and the evolution equation are defined in n-dimension and we investigate the particular case of two regions. The use of active surfaces to smooth video segmentation masks appears to be a very powerful tool for video postprocessing. The resulting masks are smoother than the original ones, the discrepancies of the segmentation masks are removed and the flickering on the boundary of the segmentation masks are considerably reduced
Keywords :
image denoising; image segmentation; video signal processing; active contour video segmentation algorithms; active surface; energy criterion; evolution equation; evolving curve; nonsmoothed segmentation mask boundary; reference contour; region-based approach; temporal coherence; video postprocessing; Active contours; Image converters; Image segmentation; Integral equations; Partial differential equations; Shape; Skeleton; Statistics;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1660312