Three dimensional object modeling via minimal surfaces

Vicent Caselles, Ron Kimmel, Guillermo Sapiro, Catalina Sbert

Research output: Chapter in Book/Report/Conference proceedingConference contribution

14 Scopus citations

Abstract

A novel geometric approach for 3D object segmentation and representation is presented. The scheme is based on geometric deformable surfaces moving towards the objects to be detected. We show that this model is equivalent to the computation of surfaces of minimal area, better known as ’minimal surfaces,’ in a Riemannian space. This space is defined by a metric induced from the 3D image (volumetric data) in which the objects are to be detected. The model shows the relation between classical deformable surfaces obtained via energy minimization, and geometric ones derived from curvature based flows. The new approach is stable, robust, and automatically handles changes in the surface topology during the deformation. Based on an efficient numerical algorithm for surface evolution, we present examples of object detection in real and synthetic images.

Original languageEnglish (US)
Title of host publicationComputer Vision – ECCV 1996 - 4th European Conference on Computer Vision, Proceedings
EditorsBernard Buxton, Roberto Cipolla
PublisherSpringer Verlag
Pages97-106
Number of pages10
ISBN (Print)3540611223, 9783540611226
DOIs
StatePublished - 1996
Externally publishedYes
Event4th European Conference on Computer Vision, ECCV 1996 - Cambridge, United Kingdom
Duration: Apr 15 1996Apr 18 1996

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume1064
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference4th European Conference on Computer Vision, ECCV 1996
Country/TerritoryUnited Kingdom
CityCambridge
Period4/15/964/18/96

All Science Journal Classification (ASJC) codes

  • Theoretical Computer Science
  • General Computer Science

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