Fast memory-efficient generalized belief propagation

Generalized Belief Propagation (GBP) has proven to be a promising technique for performing inference on Markov random fields (MRFS). However, its heavy computational cost and large memory requirements have restricted its application to problems with small state spaces. We present methods for reducin...

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Bibliographic Details
Main Authors: Kumar, MP, Torr, PHS
Format: Conference item
Language:English
Published: Springer Verlag 2006