Title of article :
2D-Shape Analysis Using Conformal Mapping
Author/Authors :
E. SHARON AND D. MUMFORD، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2006
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 Teichm¨uller 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 M¨obius 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, 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. This will allow us to go back and forth between
2D shapes and their representing diffeomorphisms in this “space of shapes”. We then present an efficient method
for computing the unique shortest path, the geodesic of shape morphing between each two end-point shapes. The
group of diffeomorphisms of S1 acts as a group of isometries on the space of shapes and we show how this can be
used to define shape transformations, like for instance ‘adding a protruding limb’ to any shape.
Keywords :
conformal , Shape representation , metrics betweenshapes , group of shape transformations , Weil-Petersson metric , fingerprints of shapes , Geodesic , group of diffeomorphisms , Riemann mapping theorem
Journal title :
INTERNATIONAL JOURNAL OF COMPUTER VISION
Journal title :
INTERNATIONAL JOURNAL OF COMPUTER VISION