This paper deals with the problem of decision-level fusion for vehicle detection from gray-scale images. Specifically, the outputs of some classifiers are simply ”distances”, that is, they represent ”distance measurements” between a query pattern and a decision boundary. We argue that the distance component is very helpful for decision fusion. Unfortunately, some of the most popular statistical...