Car make and model recognition using 3D curve alignment
Edward Hsiao, Sudipta N. Sinha, Krishnan Ramnath, Simon J Baker, Larry Zitnick, Richard Szeliski · IEEE Winter Conference on Applications of Computer Vision · 2014
We present a new approach for recognizing the make and model of a car from a single image. While most previous methods are restricted to fixed or limited viewpoints, our system is able to verify a car's make and model from an arbitrary view. Our model consists of 3D space curves obtained by backprojecting image curves onto silhouette-based visual hulls and then refining them using three-view curve matching. We also build an appearance model of taillights which is used as an additional cue. Our approach is able to verify the exact make and model of a car over a wide range of viewpoints and background clutter.