Probabilistic Solution of Ill-Posed Problems in Computational Vision

We formulate several problems in early vision as inverse problems. Among the solution methods we review standard regularization theory, discuss its limitations, and present new stochastic (in particular, Bayesian) techniques based on Markov Random Field models for their solution. We derive eff...

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Bibliographic Details
Main Authors: Marroquin, J., Mitter, S., Poggio, T.
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/6449