Tree-structured Bayesian network learning with application to scene classification

Z.F. Wang, Zhehong Wang, Wenjie Xie · Electronics Letters · 2011

A tree-structured Bayesian network is one of the best probabilistic models for scene classification. A simple and successful learning algorithm for a tree-structured Bayesian network classifier is presented without taking arc reversal into account. A systematic performance study on the Lazebnik 15 dataset shows the proposed method is more efficient than the traditional learning scheme.

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