awesome-CARLA

Autonomous driving simulators

A curated collection of resources and projects related to autonomous driving simulation and development.

👉 CARLA resources such as tutorial, blog, code and etc https://github.com/carla-simulator/carla

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autonomous-vehiclesawesomecarlacarla-datacarla-driving-simulatorcarla-simulatorcodedata-collectordeeplearningdetectiondriving-carsimitation-learningreinforcement-learningros-bridgesegmentationself-driving-carsimulatortraffic-lightstutorialsue4

Awesome CARLA 💙 / 👉 Table of Contents 👈

Awesome CARLA 💙 / Releases 📦⛳

0.9.11 (Linux and Windows) official release11,670almost 2 years ago
0.9.10 (Linux and Windows) official release11,670almost 2 years ago
0.9.9 (Linux and Windows) official release11,670almost 2 years ago
0.9.8 (Linux and Windows) official release11,670almost 2 years ago
0.9.7 (Linux only) official release11,670almost 2 years ago
0.9.7 (windows unofficial release)+ found at Discord uploaded by @edufrikuto => NOT tested!
0.9.6 (Linux only) official release11,670almost 2 years ago
0.9.6 (Windows x64 unofficial release made by me!)Unzip with 7-Zip or WinRAR => after run CARLA, Unreal installs pre-requirements automatically if needed. also for Python API see this
0.8.4 (Linux & Windows) official release11,670almost 2 years ago

Awesome CARLA 💙 / Official Repositories 🏢

Traffic scenario definition and execution engine538almost 2 years agoWork with 0.9.2 and up
ROS bridge for CARLA Simulator533almost 2 years agoWork with 0.9.4 and up
Reinforcement learning baseline agent trained with the Actor-critic (A3C) algorithm245almost 7 years agoWork with 0.8.x versions only
Repository to store conditional imitation learning based AI that runs on CARLA444over 4 years agoWork with 0.8.x versions only
Repository to store different driving benchmarks that run on the CARLA simulator85over 6 years agoWork with 0.8.x versions only
Data collector, also contains an client side agent74over 6 years agoWork with 0.8.x versions only
Standalone GUI application to enhance RoadRunner maps with traffic lights and traffic signs information74over 7 years ago
Integration of AutoWare AV software with the CARLA simulator259over 2 years agoWork with 0.9.6

Awesome CARLA 💙 / Tutorials 📕 📘 📗 📓

Setting up CARLA Simulator for the Self-Driving Cars Specialization
Official Doc
Coursera(self-driving-cars)
Model-free Deep Reinforcement Learning for Urban Autonomous Driving
Self-driving cars with Carla and Python(Sentdex Tutorials)
My Bibliography for Research on Autonomous Driving446almost 6 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Reinforcement Learning 🚧

Work with 0.8.x versions only
Use Reinforcement Learning to train an autonomous driving agent in CARLA Simulator230over 3 years agoUse version 0.8.2
Autonomous Driving on Carla simulator using Deep Deterministic Policy Gradients11over 7 years agoUse version 0.8.2
CIRL: Controllable Imitative Reinforcement Learning for Vision-based Self-driving81over 7 years agoversion 0.8.2(seems)
customized PPO based agent for Carla231almost 5 years agoUse version 0.9.5
Setting up Reinforcement Learning Environment for CARLA Autonomous Driving Simulator95over 6 years agoUse version 0.8.0
Reinforcement Learning Coach by Intel AI Lab2,334almost 4 years agoUse version 0.8.4
What is candy? A model with the structure: Hierarchical Observation(Plan&Policy)Hierarchical Actions23about 8 years agoUse version 0.8.2
Reinforcement Learning codebase for self-driving car in Carla368over 6 years agoUse version 0.9.5
Double DQN to train an agent how to drive autonomously14about 7 years agoUse version 0.8.x (seems)
Reinforcement Learning Experiments on Carla
Hands-On-Intelligent-Agents-with-OpenAI-Gym374over 3 years agoUse version 0.8.x
An OpenAI gym wrapper for CARLA simulator549over 4 years ago
Reproducing : https://github.com/intel-isl/DirectFuturePrediction And applying to gym and CARLA0over 6 years ago
CARLA real traffic scenarios79almost 3 years ago
DI-drive: Decision Intelligence Auto-driving platform with Carla575almost 4 years ago
Intersection CARLA Gym: OpenAI Gymnasium Wrapper for Intersection Scenarios in CARLA - Dockerized7about 2 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Imitation Learning 🌈

Training framework for conditional imitation learning235about 6 years agoUse version 0.8.x
Carla Imitation Learning Trainer49about 8 years agoUse version 0.8.x
A pytorch implementation to train the conditional imitation learning policy65about 7 years agoUse version 0.8.x (seems)
Carla-Imitation-Learning ETHZ
Keras implementation of Conditional Imitation Learning4almost 8 years ago
Driving in CARLA using waypoints and two-stage imitation learning312over 4 years agoUse version 0.9.6
Module for deep learning powered, stateful imitation learning in the CARLA autonomous vehicle simulator5over 7 years agoUse version 0.8.4
Exploring Distributional Shift in Imitation Learning3over 6 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Multi-Agent 🌄

Use version 0.9.x
Build system for the new architecture of CARLA(supports multi-client multi-agent communication)6about 8 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Detection 🔍

Use version 0.8.4
Module for detecting traffic lights in the CARLA38almost 3 years agoUse version 0.8.4
CARLA-Lane_Detection80over 6 years agoUse version 0.9.6
Labeled Dataset for Object Detection in Carla Simulator45over 3 years ago
Tensorflow-Carla-Object-Detection8about 7 years ago
Detect CARLA Simulator's Traffic Speed Sign using YOLO v339about 7 years ago
Generating training data from the Carla driving simulator in the KITTI dataset format108over 7 years agoUse version 0.8.x
An application of Tensorflow's object detection API to the Carla simulator5about 6 years agoUse version 0.8.4
Autonomous car chase: The repository presents a system that can autonomously chase another vehicle21about 6 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Segmentation 🌴

Image segmentation using U-Net15over 8 years ago
Semantic segmentation for carla dataset8over 8 years ago
Semantic Instance Geometry Network for Unsupervised Perception1almost 4 years ago
Won 28th place in this competition to accurately detect cars and road9almost 4 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Data Collection/Generating 💾

Carla Simulator Data Collector (semantic segmentation)26over 7 years agoUse version 0.8.4
A simple tool for generating training data from the Carla driving simulator83over 5 years ago
Script for extracting semantic segmentation/depth prediction dataset out of Carla Urban Driving Simulator3almost 8 years ago
Generate visual navigation data for CARLA8about 7 years ago0.9.5
Multi-View Region of Interest Prediction for Autonomous Driving Using Semi-Supervised Labeling1about 4 years ago
CARLA-KITTI: Yet another data collector generates inputs/outputs for the KITTI 2D/3D Object Detection task40about 3 years agoUse version 0.9.10

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Control 🔥

Longitudinal and lateral car Controller in python for Carla Car Simulator6almost 7 years ago
Implementing Lane Keeping Assist (LKA) on CARLA simulator119about 6 years agoUse version 0.8.x
Self Driving Cars Longitudinal and Lateral Control Design117over 7 years agoUse version 0.8.x
Implementing Lane Keeping Assist (LKA) on CARLA simulator119about 6 years ago
CARLA_Motion_Planning_for_Self-Driving_Cars_Project48about 7 years ago
Repository for the infinite horizon controller and the preview path tracking controller for Carla-Vehicle assets11about 7 years ago
CARMASimulation for vehicle dynamic37almost 2 years ago
Adaptive Cruise Control System (ACC) in the CARLA Simulator27about 6 years ago

Awesome CARLA 💙 / Sample Codes / Projects 🎉🎉🎉 / Other 🚦

<==
MATLAB Carla Interface108over 4 years ago
Dockerfile to use CARLA ROS bridge on Docker container24over 2 years ago
The OmniScape Dataset50almost 6 years agoUse version 0.9.x
ROS bridge for CARLA simulator260almost 5 years agoUse version 0.9.2 and up
Small example for loading the CARLA data from the PRECOG paper41about 4 years agoUse version0.8.x (seems)
A scenario loader for the automotive simulator18over 7 years agoUse version 0.9.3
My playground with Carla8over 8 years agoUse version 0.8.x
Simulate precise LiDAR point cloud data from Carla10about 6 years agoUse version 0.9.6
C++ Client for Unreal Engine 4 running Carla4about 8 years ago
Carla Display on BrowserUse version 0.9.6
Dockerfile to use CARLA ROS bridge on Docker container24over 2 years agoUse version 0.9.6
A traffic rules monitor for the CARLA simulator0almost 3 years ago
Alpha Drive is a platform providing cloud-based tools for testing and validation of AI algorithms in simulation
Code to generate instance masks for SIGNet, adapted for the CARLA simulator0about 7 years ago
Exercises from the Self-Driving Cars Specialization by the University of Toronto on Coursera96over 7 years ago
Exercises from the Self-Driving Cars Specialization by the University of Toronto on Coursera - 21,026over 6 years ago
Platform for Ethical Decision Making in Autonomous Vehicles7almost 8 years ago
Carla-Simulator environment compatible with Ray/Rllib35about 7 years ago
VNC/SSH Carla server inside a docker container5over 8 years ago
CARLA Simulator integration for the da Vinci Research Kit2almost 7 years ago
Additional clients examples for Carla12almost 7 years ago
TELECARLA: An Open Source Extension of the CARLA Simulator for Teleoperated Driving Research Using Off-the-Shelf Components51almost 2 years ago
Traffic-Aware Multi-View Video Stream Adaptation for Teleoperated Driving1over 4 years ago
"Learning by Cheating" (CoRL 2019) submission for the 2020 CARLA Challenge184almost 6 years ago
Simple rule-based Carla Parking manoeuver - ROS integration61over 2 years ago
Adversarial Attacks injection in Carla9over 5 years ago
Privacy-Aware Personalized ADAS Research4almost 5 years ago
ScenarioRunner for CARLA4about 6 years ago
Carla-GUI: tool to help human-vehicle interaction researchers design and conduct traffic experiments34about 5 years ago
Predicting collisions using deep learning(CNN+LSTMs) for Carla135over 2 years ago
Pylot is an autonomous vehicle platform for developing and testing autonomous vehicle components (from the ERDOS project)474over 3 years ago
Running CARLA on cloud (AWS EC2)74about 6 years ago
Running CARLA on Google Colab99almost 4 years ago

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