1. A method for visual odometry using rigid structures identified by an antipodal transform, the method comprising: receiving a sequence of images captured by a camera; identifying rigid structures in the images using an antipodal transform; and identifying correspondence between rigid structures in different image frames; estimating a path of motion of the camera based on motion of corresponding rigid structures among the different image frames.