no code implementations • 12 Jul 2023 • Fabian Schmalstieg, Daniel Honerkamp, Tim Welschehold, Abhinav Valada
We present HIMOS, a hierarchical reinforcement learning approach that learns to compose exploration, navigation, and manipulation skills.
1 code implementation • 17 Jun 2022 • Daniel Honerkamp, Tim Welschehold, Abhinav Valada
Despite its importance in both industrial and service robotics, mobile manipulation remains a significant challenge as it requires a seamless integration of end-effector trajectory generation with navigation skills as well as reasoning over long-horizons.
1 code implementation • 29 Nov 2021 • Abdelrahman Younes, Daniel Honerkamp, Tim Welschehold, Abhinav Valada
Audio-visual navigation combines sight and hearing to navigate to a sound-emitting source in an unmapped environment.