The accurate detection and counting of pedestrians and bicyclists on a roadway is a challenging and unsolved problem in computer vision. This is primarily due to the highly unpredictable behavior of pedestrians and bicyclists in contrast to that of motorists.The strategy used so far in Chittenden County has been to record video data of desired roadways in rural, urban and suburban environments ...