B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation

This paper deals with video segmentation for MPEG-4 and MPEG-7 applications. Region-based active contour is a powerful technique for segmentation. However most of these methods are implemented using level sets. Although level-set methods provide accurate segmentation, they suffer from large computat...

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Main Authors: Frederic Precioso, Michel Barlaud
Format: Article
Language:English
Published: SpringerOpen 2002-06-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Online Access:http://dx.doi.org/10.1155/S1110865702203121
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spelling doaj-165f013e3e7b4b349c22a9d221ad4e4c2020-11-25T01:29:47ZengSpringerOpenEURASIP Journal on Advances in Signal Processing1687-61721687-61802002-06-012002655556010.1155/S1687617202203121B-Spline Active Contour with Handling of Topology Changes for Fast Video SegmentationFrederic PreciosoMichel BarlaudThis paper deals with video segmentation for MPEG-4 and MPEG-7 applications. Region-based active contour is a powerful technique for segmentation. However most of these methods are implemented using level sets. Although level-set methods provide accurate segmentation, they suffer from large computational cost. We propose to use a regular B-spline parametric method to provide a fast and accurate segmentation. Our B-spline interpolation is based on a fixed number of points 2j depending on the level of the desired details. Through this spatial multiresolution approach, the computational cost of the segmentation is reduced. We introduce a length penalty. This results in improving both smoothness and accuracy. Then we show some experiments on real-video sequences.http://dx.doi.org/10.1155/S1110865702203121video segmentationregion-based active contourparametric active contourB-splineinterpolation.
collection DOAJ
language English
format Article
sources DOAJ
author Frederic Precioso
Michel Barlaud
spellingShingle Frederic Precioso
Michel Barlaud
B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
EURASIP Journal on Advances in Signal Processing
video segmentation
region-based active contour
parametric active contour
B-spline
interpolation.
author_facet Frederic Precioso
Michel Barlaud
author_sort Frederic Precioso
title B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
title_short B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
title_full B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
title_fullStr B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
title_full_unstemmed B-Spline Active Contour with Handling of Topology Changes for Fast Video Segmentation
title_sort b-spline active contour with handling of topology changes for fast video segmentation
publisher SpringerOpen
series EURASIP Journal on Advances in Signal Processing
issn 1687-6172
1687-6180
publishDate 2002-06-01
description This paper deals with video segmentation for MPEG-4 and MPEG-7 applications. Region-based active contour is a powerful technique for segmentation. However most of these methods are implemented using level sets. Although level-set methods provide accurate segmentation, they suffer from large computational cost. We propose to use a regular B-spline parametric method to provide a fast and accurate segmentation. Our B-spline interpolation is based on a fixed number of points 2j depending on the level of the desired details. Through this spatial multiresolution approach, the computational cost of the segmentation is reduced. We introduce a length penalty. This results in improving both smoothness and accuracy. Then we show some experiments on real-video sequences.
topic video segmentation
region-based active contour
parametric active contour
B-spline
interpolation.
url http://dx.doi.org/10.1155/S1110865702203121
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AT michelbarlaud bsplineactivecontourwithhandlingoftopologychangesforfastvideosegmentation
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