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@metadriverse MetaDriverse for Autonomy Research

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    17 repositories

    • metadriverse.github.io

      Public
      JavaScript
      •
      MIT License
      •2•1•0•0•Updated Jan 18, 2025Jan 18, 2025

    • metadrive

      Public
      MetaDrive: Open-source driving simulator
      Python
      •
      Apache License 2.0
      •111•836•65•11•Updated Jan 17, 2025Jan 17, 2025

    • pvp

      Public
      Official release for the code used in paper: Learning from Active Human Involvement through Proxy Value Propagation (NeurIPS 2023 Spotlight)
      Python
      •6•27•7•0•Updated Jan 16, 2025Jan 16, 2025

    • SimGen

      Public
      Simulator-conditioned Driving Scene Generation
      autonomous-drivingdiffusion-modelsdriving-simulator
      Python
      •7•84•0•0•Updated Jan 15, 2025Jan 15, 2025

    • metaurban

      Public
      MetaUrban: An Embodied AI Simulation Platform for Urban Micromobility
      Python
      •
      Apache License 2.0
      •5•87•8•0•Updated Jan 6, 2025Jan 6, 2025

    • scenarionet

      Public
      ScenarioNet: Scalable Traffic Scenario Management System for Autonomous Driving
      Python
      •
      Apache License 2.0
      •23•199•31•0•Updated Dec 2, 2024Dec 2, 2024

    • cat

      Public
      [CoRL'23] Adversarial Training for Safe End-to-End Driving
      autonomous-vehiclesadversarial-machine-learningaisafety
      Python
      •
      MIT License
      •3•55•3•0•Updated Nov 11, 2024Nov 11, 2024

    • bevgen

      Public
      HTML
      •0•0•0•0•Updated Sep 8, 2024Sep 8, 2024

    • trafficgen

      Public
      [ICRA 2023] The official code for paper "TrafficGen: Learning to Generate Diverse and Realistic Traffic Scenarios"
      Python
      •
      Apache License 2.0
      •24•157•2•0•Updated Jul 30, 2024Jul 30, 2024

    • openpilot

      Public
      openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for over 200 supported car makes and models.
      Python
      •
      MIT License
      •9.3k•0•0•0•Updated Jun 2, 2023Jun 2, 2023

    • TS2C

      Public
      [ICLR 2023] The official code for paper "Guarded Policy Optimization with Imperfect Online Demonstrations"
      Python
      •
      MIT License
      •1•13•0•0•Updated Apr 30, 2023Apr 30, 2023

    • metadrive-scenario

      Public
      This repo contains scenarios from different source for training and testing autonomous vehicles.
      Python
      •
      Apache License 2.0
      •2•21•4•0•Updated Mar 20, 2023Mar 20, 2023

    • policydissect

      Public
      [NeurIPS 2022] Official implementation of the paper: "Human-AI Shared Control via Policy Dissection"
      decision-makingneuroscienceautonomous-drivinglegged-roboticsreinforcement-learningrobotics
      Python
      •
      Apache License 2.0
      •5•49•3•0•Updated Mar 2, 2023Mar 2, 2023

    • ACO

      Public
      [ECCV 2022] Learning to Drive by Watching YouTube Videos: Action-Conditioned Contrastive Policy Pretraining
      computer-visionpretrainingpolicy-learning
      Python
      •4•82•1•0•Updated Feb 28, 2023Feb 28, 2023

    • HACO

      Public
      [ICLR 22] Official implementation of paper: "Efficient Learning of Safe Driving Policy via Human-AI Copilot Optimization"
      Python
      •
      Apache License 2.0
      •3•6•3•0•Updated Jan 18, 2023Jan 18, 2023

    • metadrive-benchmark

      Public
      Benchmark result of different RL algorithms on MetaDrive environments, including Multi-agent RL (IPPO, centralized critics, CoPO).
      Jupyter Notebook
      •
      MIT License
      •0•14•0•0•Updated Oct 25, 2022Oct 25, 2022

    • CoPO

      Public
      [NeurIPS 2021] Official implementation of paper "Learning to Simulate Self-driven Particles System with Coordinated Policy Optimization".
      1•3•0•0•Updated Oct 22, 2022Oct 22, 2022