Metamorphs: Deformable shape and appearance models

Xiaolei Huang, Dimitris N. Metaxas

Research output: Contribution to journalArticlepeer-review

59 Scopus citations

Abstract

This paper presents a new deformable modeling strategy aimed at integrating shape and appearance in a unified space. If we think traditional deformable models as active contoursor evolving curve fronts, the new deformable shape and appearance models we propose are deforming disks or volumes. Each model has not only boundary shape but also interior appearance. The model shape is implicitly embedded in a higher dimensional space of distance transforms, thus represented by a distance map image. In this way, both shape and appearance of the model are defined in the pixel space. A common deformation scheme, the Free Form Deformations (FFD), parameterizes warping deformations of the volumetric space in which the model is embedded in, hence deforming both model boundary and interior simultaneously.

Original languageEnglish (US)
Pages (from-to)1444-1459
Number of pages16
JournalIEEE Transactions on Pattern Analysis and Machine Intelligence
Volume30
Issue number8
DOIs
StatePublished - Aug 2008

All Science Journal Classification (ASJC) codes

  • Software
  • Computer Vision and Pattern Recognition
  • Computational Theory and Mathematics
  • Artificial Intelligence
  • Applied Mathematics

Keywords

  • Appearance
  • Boundary
  • Deformable models
  • Distance transform
  • Edge
  • Free-form deformations
  • Implicit shape representation
  • Level set
  • Nonparametric intensity statistics
  • Region
  • Segmentation
  • Shape

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