PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

Markov random fields for textures recognition with local invariant regions and their geometric relationships
Juliette Blanchet, Florence Forbes and Cordelia Schmid
In: ritish Machine Vision Conference, Oxford, UK, September 2005, 5-8 Sept 2005, Oxford, UK.

Abstract

This paper describes a new probabilistic framework for recognizing textures in images. Images are described by local affine-invariant descriptors and their spatial relationships. We introduce a statistical parametric models of the dependence between descriptors. We use Hidden Markov Models (HMM) and estimate the parameters with a recent technique based on the mean field principle. Preliminary results for texture recognition are promising and outperform existing techniques.

EPrint Type:Conference or Workshop Item (Poster)
Project Keyword:Project Keyword UNSPECIFIED
Subjects:Learning/Statistics & Optimisation
ID Code:1900
Deposited By:Florence Forbes
Deposited On:29 December 2005