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MULTIPHASE LEVEL SETS MODEL APPLIED TO WELD RADIOGRAPHIC IMAGES SEGMENTATION.

Auteurs : Y. Boutiche, N. Ramou, M. Halimi
Année : 2012
Domaine : Génie électrique
Type : Communication
Conférence: 3ième Conférence Internationale Sur le Soudage, le CND et l’Industrie des Matériaux et Alliages IC-WNDT-MI’12, 26-28 Novembre 2012 Oran, ALGERIE
Résumé en PDF : (résumé en pdf)
Fulltext en PDF : (.pdf)
Mots clés : Weld Radiographic image, image segmentation, Level Set Methods, Chan-Vese Model, Multiphase segmentation

Résumé :

This paper is devoted to a crucial task in image analysis which is segmentation. Our aim is to give the structural form of industrial radiographic images. In this purpose, we have used an implicit region oriented deformable model. In this context the criteria to stop the curves’ evolution is the statistical information of the image grey level, this gives many advantages compared to those that used the gradient.The functional is minimized via a piecewise constant approximation and Multiphase level set. In this situation we need n level set function to represent up to 2n segments or regions. The model avoids automatically the problems of vacuum and overlap. The numerical results for synthetic and weld radiographic images are satisfactory.