pickup truck) with one or more fixed video-cameras in arbitrary positions with respect to a
road. The vehicle motion is assumed to be straight. We propose an efficient method of
Structure from Motion (SfM) for camera calibration and 3D reconstruction. 3D geometry such
as vehicle and cabin length, width, height, and functions of these are computed and become
features for use in a classifier. Classification is done by a minimum probability of error …