A key problem here is evaluation of a hypothesis based on evidence that is uncertain. There have been few efforts on applying formal reasoning methods on this problem. We propose a use of Bayesian network on this problem and show an experiment with a multi-view building detection system. There have been few efforts to apply a formal reasoning method in the area. The structure of the Bayesian network is designed by performing a correlation analysis, which brings a new concept of using hidden nodes in Bayesian network.
Experimental results show that the proposed method gives good results.