I. Introduction
Traffic cameras play a crucial role in Intelligent Transport Systems. They can be used for counting vehicles, estimating queue length, traffic speed, and also for classifying and tracking individual vehicles. Here, we focus on the task of detecting and classifying vehicles from frames acquired from a traffic video stream.