Carla-ppo

Autonomous driving agent

A custom PPO agent for autonomous driving in CARLA.

This repository hosts a customized PPO based agent for Carla. The goal of this project is to make it easier to interact with and experiment in Carla with reinforcement learning based agents -- this, by wrapping Carla in a gym like environment that can handle custom reward functions, custom debug output, etc.

GitHub

231 stars
4 watching
56 forks
Language: Python
last commit: almost 5 years ago
Linked from 1 awesome list

agent-drivingagent-learningautonomous-drivingdeep-reinforcement-learningppo-agentvae

Backlinks from these awesome lists:

Related projects:

RepositoryDescriptionStars
zhangfuyang/rl_carlaA reinforcement learning project to train an autonomous driving agent in a simulated environment using a deep learning approach230
bradyz/2020_carla_challengeA set of data and tools for training autonomous driving agents using the CARLA simulator184
kvasnyj/carlaA research platform for autonomous driving simulation and testing8
sentdex/carla-rlA Reinforcement Learning project for training an autonomous driving agent in a simulated environment using the Carla game engine368
onlytailei/carla_cil_pytorchImplementation of a conditional imitation learning policy in PyTorch for autonomous driving using the Carla dataset.65
carla-simulator/imitation-learningAn AI project that uses conditional imitation learning to enable autonomous vehicles to learn from demonstrations and perform tasks in a simulated environment.444
carla-simulator/reinforcement-learningAn implementation of an actor-critic reinforcement learning algorithm in Python.245
franckdess/vita_carla_tutorialAn open-source tutorial on imitation learning with distributional shift in autonomous driving using CARLA and Python.3
enginbozkurt/selfdrivingcarscontroldesignDesigns and simulates autonomous vehicle control systems using Python and Carla Simulator.117
erdos-project/pylotAn autonomous vehicle platform for developing and testing components of self-driving cars in simulation and real-world environments.474
packtpublishing/hands-on-intelligent-agents-with-openai-gymTeaching software developers to build intelligent agents using deep reinforcement learning and OpenAI Gym374
enginbozkurt/carla-training-dataGenerates training data from the Carla driving simulator in the KITTI dataset format for autonomous vehicle development108
aroongta/carla_controllerAutomated driving and path tracking control system using Carla-Vehicle assets.11
yymmaa0000/carla_motion_planning_for_self-driving_cars_projectDevelops a motion planning system for autonomous vehicles to navigate around obstacles while tracking lane centers and handling stop signs48
koustavagoswami/autonomous-car-driving-using-deep-reinforcement-learning-in-carla-simulatorEnabling autonomous driving using deep reinforcement learning in a virtual environment14