PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Faster graphical models for point-pattern matching
Tiberio Caetano and Julian McAuley
Spatial Vision Volume 22, Number 5, pp. 443-453, 2009. ISSN 1568-5683

Abstract

It has been shown that isometric matching problems can be solved exactly in polynomial time, by means of a Junction Tree with small maximal clique size. Recently, an iterative algorithm was presented which converges to the same solution an order of magnitude faster. Here, we build on both of these ideas to produce an algorithm with the same asymptotic running time as the iterative solution, but which requires only a single iteration of belief propagation. Thus our algorithm is much faster in practice, while maintaining similar error rates.

EPrint Type:Article
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Machine Vision
ID Code:5550
Deposited By:Julian McAuley
Deposited On:25 February 2010