An experimental comparative study between two representation methods for the recognition of 3D objects from a 2D view is carried out. The two methods compared are our ARG region-based representation [1] and the elliptic region-based method of Tuytelaars et al[9]. The results of the experiments conducted show that the former method outperforms the latter particularly under sever scaling and also when applied to objects with curved surfaces.