Shock graphs and shape matching

Citation
K. Siddiqi et al., Shock graphs and shape matching, INT J COM V, 35(1), 1999, pp. 13-32
Citations number
66
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
INTERNATIONAL JOURNAL OF COMPUTER VISION
ISSN journal
09205691 → ACNP
Volume
35
Issue
1
Year of publication
1999
Pages
13 - 32
Database
ISI
SICI code
0920-5691(199911)35:1<13:SGASM>2.0.ZU;2-1
Abstract
We have been developing a theory for the generic representation of 2-D shap e, where structural descriptions are derived from the shocks (singularities ) of a curve evolution process, acting on bounding contours. We now apply t he theory to the problem of shape matching. The shocks are organized into a directed, acyclic shock graph, and complexity is managed by attending to t he most significant (central) shape components first. The space of all such graphs is highly structured and can be characterized by the rules of a sho ck graph grammar. The grammar permits a reduction of a shock graph to a uni que rooted shock tree. We introduce a novel tree matching algorithm which f inds the best set of corresponding nodes between two shock trees in polynom ial time. Using a diverse database of shapes, we demonstrate our system's p erformance under articulation, occlusion, and moderate changes in viewpoint .