TSD: A Physics-Inspired Trajectory Saliency Detector for Efficient Imitation Learning

For imitation learning in robotic manipulation, high data collection costs result in the scarcity of high quality data. In this paper, we leverage the inherent heterogeneity of trajectories to address this challenge. Based on our observations of manipulation tasks, we categorize motions into transit...