Abstract: In an imaging system comprising an imaging sensor generating successive point clouds from detected objects, tracking points of interest, or targets, across multiple point clouds/frames can be performed to enable robust object detection by clustering the targets based on one or more tracking parameters. An imaging sensor may comprise a radar sensor or lidar sensor, and tracking the one or more parameters of a target may be performed by a state model of the target.