Large-scale statistical modeling of motion patterns: A Bayesian nonparametric approach

We propose a novel framework for large-scale scene understanding in static camera surveillance. Our techniques combine fast rank-1 constrained robust PCA to compute the foreground, with non-parametric Bayesian models for inference. Clusters are extracted in foreground patterns using a joint multinom...

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Bibliographic Details
Main Authors: Rana, S., Phung, D., Pham, DucSon, Venkatesh, S.
Format: Conference Paper
Published: 2012
Online Access:http://hdl.handle.net/20.500.11937/55762