Orbit: A Unified Simulation Framework for Interactive Robot Learning Environments
ETH Zurich · Nvidia (United States) · +2 more institutions
Abstract
We present Orbit , a unified and modular framework for robot learning powered by Nvidia Isaac Sim. It offers a modular design to easily and efficiently create robotic environments with photo-realistic scenes and high-fidelity rigid and deformable body simulation. With Orbit , we provide a suite of benchmark tasks of varying difficulty– from single-stage cabinet opening and cloth folding to multi-stage tasks such as room reorganization. To support working with diverse observations and action spaces, we include fixed-arm and mobile manipulators with different physically-based sensors and motion generators. Orbit allows training reinforcement learning policies and collecting large demonstration datasets from…
Citation impact
- FWCI
- 38.86
- Percentile
- 100%
- References
- 55
Authors
15Topics & keywords
- Computer science
- Artificial intelligence
- Reinforcement learning
- Modular design
- Benchmark (surveying)
- Programming language