In this article, we investigate the problem of tracking objects with unknown shapes using 3-D point cloud data. We propose a Gaussian process-based model to jointly estimate object kinematics, including position, orientation, and velocities, together shape for online offline applications. describe by radial function in 3-D, induce correlation structure via process. Furthermore, an efficient alg...