awesome-isaac-gym
A curated list of awesome NVIDIA Issac Gym frameworks, papers, software, and resources
https://github.com/robotlearning123/awesome-isaac-gym
Last synced: 18 days ago
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Conference Sessions and Talks
Community Projects
- Bridging Sim2Real Gap: Simulation Tuning for Training Deep Learning Robotic Perception Models
- Reinforcement Learning and Intralogistics
- Building Robotics Applications Using NVIDIA Isaac SDK
- NVIDIA Isaac Sim — Amazing Robot Models and Tasks
- Omniverse View 2021.2 — Application Tour
- ISAAC SIM Introduction and Live Demo
🎓 Getting Started
- Official Isaac Gym Download
- transic - to-Real Policy Transfer by Learning from Online Correction" CoRL 2024.
- Robot Synesthesia - Hand Manipulation with Visuotactile Sensing" ICRA 2024.
GTC
🚀 Latest Releases
🧠 Latest Research (auto-updated)
Community Projects
- - 08-23) pdf
📖 Learning Materials
Blogs
Locomotion
- ICRA2021
- 2021
- CoRL2020 - contact-controller/home), blog
- RAL2021
- CoRL2021
- RSS2024 - Lab/ABS)
- RSS2022 - AI/rapid-locomotion-rl/tree/main)
- HumanoidVerse - simulator Framework for Humanoid Robot Learning (2024)
- HIMLoco
- Paper
- ASAP - World Physics for Learning Agile Humanoid Whole-Body Skills (2025)
- Paper
Tutorials
- Introduction & Getting Started
- Environments, Training & Tips
- University of Toronto
- IMLab
- Stanford University
- Soft-Body Simulation
- ETH Zurich
- New Frontiers in GPU Accelerated RL
- lycheeai-hub
- Introduction & Getting Started
- Environments, Training & Tips
- University of Toronto
- IMLab
- Stanford University
- Soft-Body Simulation
- ETH Zurich
- New Frontiers in GPU Accelerated RL
Video Guides
- Isaac Sim GTC 2021 — Sim-to-Real - to-real transfer using Isaac Sim.
- RSS2021_VLRR - hand-reorientation)
- Simulator Basics
- ICRA2021
- 2021
- Robot Import Guide
- Robot Import Guide
- Advanced Features
- Community Demonstrations
- From Point Clouds to Material Graphs: Explore the Latest in Omniverse Create 2021.3
- Robot Autonomy with the Digital Twin in Isaac Sim
- Can We Simulate a Real Robot? - quality physics simulator for a robot quadruped.
- Teaching Robots to Walk with Reinforcement Learning
- Robot Dog Learns to Walk — Bittle Reinforcement Learning Part 3
- Robot Import Guide
- Isaac Sim Video Tutorials
- Advanced Features
- Community Demonstrations
- From Point Clouds to Material Graphs: Explore the Latest in Omniverse Create 2021.3
- Robot Autonomy with the Digital Twin in Isaac Sim
- Can We Simulate a Real Robot? - quality physics simulator for a robot quadruped.
- Teaching Robots to Walk with Reinforcement Learning
- Robot Dog Learns to Walk — Bittle Reinforcement Learning Part 3
News
Official resource
- Isaac SDK
- Isaac Sim video toturials
- Training Your NVIDIA JetBot to Avoid Collisions Using NVIDIA Isaac Sim
- Introducing NVIDIA Isaac Gym: End-to-End Reinforcement Learning for Robotics
- Accelerating Robotics Simulation with NVIDIA Omniverse Isaac Sim
- Developing Robotics Applications in Python with NVIDIA Isaac SDK
- Building an Intelligent Robot Dog with the NVIDIA Isaac SDK
- youtube video NVIDIAOmniverse
- Training Your JetBot in NVIDIA Isaac Sim
- OmniIsaacGymEnvs
📚 Official Resources
Core Documentation
Learning Resources
Papers
Localization
Manipulation
- RSS2021@DO-Sim
- ICRA2021 - causal-struct-xfer-manip)
- RSS2021 DO-Sim workshop
- arxiv2021 - for-lifelong-manipulation)
- 2021
- ICRA2021 - hand-object-pose-tracking/)
- CoRL2021 - mpc), code
- ICRA2021
- 2021
- RSS2022 - Omniverse/IsaacGymEnvs)
- arxiv2021 - for-lifelong-manipulation)
Others
🎯 Quick Links
Related GitHub Repos
Others
- dvrk_IssacGym
- codebase_thesis
- Bimanual_offlineRL
- IsaacGymEnvs
- dvrk-shape_servoing
- Bittle_URDF
- SceneCollisionNet
- TD3 applied to the Bittle robot in Isaac Sim
- Isaac-ManipulaRL - gym, Additional add SAC2019 and Reinforcement Learning from Demonstration Algorithm.
- minimal-isaac-gym
- Safe Multi-Agent Isaac Gym Benchmark - Agent Isaac Gym benchmark for safe multi-agent reinforcement learning research.
- isaac_rover_mars_gym
- isaac_rover_2.0
- Rapid Locomotion
- walk-these-ways - to-Real Locomotion Starter Kit
- walk-these-ways - to-Real Locomotion Starter Kit
📑 Research Papers
Core Papers
Localization & Control
- Learning to Walk in Minutes Using Massively Parallel Deep RL
- Code
- Paper
- Video
- Paper
- Learning a Contact-Adaptive Controller
- Video
- Blog
- Video
- Video
Others
- BayesSimIG
- Code
- Learning to Swim - DOF control of thruster-driven AUVs.
- MarineGym: Accelerated Training for Underwater Vehicles with High-Fidelity RL Simulation
- space_robotics_bench
- Humanoid-Gym - Gym: Reinforcement Learning for Humanoid Robot with Zero-Shot Sim2Real Transfer
Robot Manipulation
- Paper
- Transferring Dexterous Manipulation from GPU Simulation to Real-World TriFinger
- Paper
- Paper
- Paper
- Paper
- RLAfford - to-end Affordance Learning with Reinforcement Learning", ICRA 2023.
- Masked Visual Pre-training for Robotics (MVP)
- Data-Driven Operational Space Control (OSCAR)
- Factory: Fast Contact for Robotic Assembly
- ASE: Adversarial Skill Embeddings
- Paper
- Code
- DefGraspSim - based grasping of deformable objects.
- Video
- Code
- In-Hand Object Pose Tracking
- STORM: Fast Joint-Space MPC for Reactive Manipulation
- Code
- Paper
- Code
- Causal Reasoning in Simulation for Robot Manipulation Policies
- Reactive Long Horizon Task Execution
- Paper
- DefGraspSim - based grasping of deformable objects.
- Paper
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Factory: Fast Contact for Robotic Assembly
- Paper
- Code
- DefGraspSim - based grasping of deformable objects.
- Video
- Paper
- Reactive Long Horizon Task Execution
- RoboDuet - body Legged Loco-Manipulation (2024)
- Paper
- Kitchen Worlds - horizon Task-and-Motion-Planning (TAMP) in Kitchen Scenes (2024)
- Paper
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.
- DefGraspSim - based grasping of deformable objects.