A few parts of this paper seem a bit vague, and I'd like a little more detail about what's going on. I'm also concerned with their false-positive rate. In both test cases, they mention one or two false positives per image. In the case of matching circle and triangle road signs, they take care of the problem using a mysterious RBF network, but nothing is said in the case of pedestrian detection.