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Prior-Based Piecewise-Smooth Segmentation by Template Competitive Deformation Using Partitions of Unity

hal.structure.identifier
dc.contributor.authorSomphone, Oudom*
hal.structure.identifier
dc.contributor.authorCohen, Laurent D.
HAL ID: 738939		*
hal.structure.identifier
dc.contributor.authorMory, Benoît*
hal.structure.identifier
dc.contributor.authorMakram-Ebeid, Sherif*
dc.date.accessioned2014-03-27T12:47:27Z
dc.date.available2014-03-27T12:47:27Z
dc.date.issued2008
dc.identifier.urihttps://basepub.dauphine.fr/handle/123456789/12968
dc.language.isoenen
dc.subjectCompetitive Deformation
dc.subjectshape prior
dc.subjecttwo-phase, piecewise-smooth segmentation
dc.subject.ddc518en
dc.titlePrior-Based Piecewise-Smooth Segmentation by Template Competitive Deformation Using Partitions of Unity
dc.typeCommunication / Conférence
dc.description.abstractenWe propose a new algorithm for two-phase, piecewise-smooth segmentation with shape prior. The image is segmented by a binary template that is deformed by a regular geometric transformation. The choice of the template together with the constraint on the transformation introduce the shape prior. The deformation is guided by the maximization of the likelihood of foreground and background intensity models, so that we can refer to this approach as Competitive Deformation. In each region, the intensity is modelled as a smooth approximation of the original image. We represent the transformation using a Partition of Unity Finite Element Method, which consists in representing each component with polynomial approximations within local patches. A conformity constraint between the patches provides a way to control the globality of the deformation. We show several results on synthetic images, as well as on medical data from different modalities.
dc.identifier.citationpages628-641
dc.relation.ispartoftitleComputer Vision – ECCV 2008 10th European Conference on Computer Vision, Marseille, France, October 12-18, 2008, Proceedings, Part III
dc.relation.ispartofeditorZisserman, Andrew
dc.relation.ispartofpublnameSpringer
dc.relation.ispartofpublcityBerlin Heidelberg
dc.relation.ispartofdate2008
dc.relation.ispartofurl10.1007/978-3-540-88690-7
dc.identifier.urlsitehttps://hal.archives-ouvertes.fr/hal-00438799
dc.subject.ddclabelModèles mathématiques. Algorithmesen
dc.relation.ispartofisbn978-3-540-88689-1
dc.relation.confcountryFRANCE
dc.relation.forthcomingnonen
dc.identifier.doi10.1007/978-3-540-88690-7_47
dc.description.ssrncandidatenon
dc.description.halcandidateoui
dc.description.readershiprecherche
dc.description.audienceInternational
dc.date.updated2017-12-04T11:32:45Z
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