Linear algorithms are presented for computing the 3-D structure and motion of vehicles in traffic scenes under the ground-plane constraint. Point matches in multiple image frames are used. The algorithms first determine the inter-frame rotation angles, then the point depths, and finally the inter-frame translations. All computations are linear and require no parameter tuning. The algorithms are...