EDMP: Ensemble-of-costs-guided Diffusion for Motion Planning

Published in IEEE International Conference on Robotics and Automation (ICRA 2024), 2024

We propose EDMP, a diffusion-based motion planning approach guided by an ensemble of cost functions. By combining multiple guidance signals during the reverse diffusion process, EDMP generates diverse, collision-free trajectories for robot motion planning in complex 3D environments.

Authors: Kallol Saha*, Vishal Mandadi*, Jayaram Reddy*, Ajit Srikanth, Aditya Agarwal, Bipasha Sen, Arun Singh, Madhava Krishna

(* equal contribution)