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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Sharon, E. Mumford, D. |
| Copyright Year | 2004 |
| Description | Author affiliation: Div. of Appl. Math., Brown Univ., Providence, RI, USA (Sharon, E.; Mumford, D.) |
| Abstract | The study of 2D shapes and their similarities is a central problem in the field of vision. It arises in particular from the task of classifying and recognizing objects from their observed silhouette. Defining natural distances between 2D shapes creates a metric space of shapes, whose mathematical structure is inherently relevant to the classification task. One intriguing metric space comes from using conformal mappings of 2D shapes into each other, via the theory of Teichmuller spaces. In this space, every simple closed curve in the plane (a "shape") is represented by a "fingerprint", which is a diffeomorphism of the unit circle to itself (a differentiable and invertible, periodic function). More precisely, every shape defines to a unique equivalence class of such diffeomorphisms up to right multiplication by a Mobius map. The fingerprint does not change if the shape is varied by translations and scaling and any such equivalence class comes from some shape. This coset space, equipped with the infinitesimal Weil-Petersson (WP) Riemannian norm is a metric space. In this space, it appears very likely to be true that the shortest path between each two shapes is unique, and is given by a geodesic connecting them. Their distance from each other is given by integrating the WP-norm along that geodesic. In this paper we concentrate on solving the "welding" problem of "sewing" together conformally the interior and exterior of the unit circle, glued on the unit circle by a given diffeomorphism, to obtain the unique 2D shape associated with this diffeomorphism. These allow us to go back and forth between 2D shapes and their representing diffeomorphisms in this "space of shapes". |
| Sponsorship | IEEE Comput. Soc |
| File Size | 768734 |
| File Format | |
| ISBN | 0769521584 |
| ISSN | 10636919 |
| DOI | 10.1109/CVPR.2004.1315185 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2004-06-27 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Conformal mapping Extraterrestrial measurements Shape measurement Mathematics Clustering algorithms Fingerprint recognition Joining processes Humans Mathematical analysis Spatial databases |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Vision and Pattern Recognition Software |
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