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EACL
2009
ACL Anthology
16 years 8 days ago
Fast Full Parsing by Linear-Chain Conditional Random Fields
Yoshimasa Tsuruoka, Jun-ichi Tsujii, Sophia Anania...
DAGM
2008
Springer
15 years 1 months ago
Approximate Parameter Learning in Conditional Random Fields: An Empirical Investigation
We investigate maximum likelihood parameter learning in Conditional Random Fields (CRF) and present an empirical study of pseudo-likelihood (PL) based approximations of the paramet...
Filip Korc, Wolfgang Förstner
ICCV
2003
IEEE
16 years 1 months ago
Discriminative Random Fields: A Discriminative Framework for Contextual Interaction in Classification
In this work we present Discriminative Random Fields (DRFs), a discriminative framework for the classification of image regions by incorporating neighborhood interactions in the l...
Sanjiv Kumar, Martial Hebert
PAMI
1998
103views more  PAMI 1998»
14 years 11 months ago
Synchronous Random Fields and Image Restoration
—We propose a general synchronous model of lattice random fields which could be used similarly to Gibbs distributions in a Bayesian framework for image analysis, leading to algor...
Laurent Younes