Video Game Models

CARLA: An Open Urban Driving Simulator

Introduced by Dosovitskiy et al. in CARLA: An Open Urban Driving Simulator

CARLA is an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous urban driving systems. In addition to open-source code and protocols, CARLA provides open digital assets (urban layouts, buildings, vehicles) that were created for this purpose and can be used freely.

Source: Dosovitskiy et al.

Image source: Dosovitskiy et al.

Source: CARLA: An Open Urban Driving Simulator

Papers


Paper Code Results Date Stars

Tasks


Task Papers Share
Autonomous Driving 156 22.84%
Autonomous Vehicles 56 8.20%
Reinforcement Learning (RL) 48 7.03%
Imitation Learning 40 5.86%
Object Detection 34 4.98%
Semantic Segmentation 24 3.51%
Decision Making 21 3.07%
3D Object Detection 12 1.76%
Sensor Fusion 11 1.61%

Components


Component Type
PPO
Policy Gradient Methods

Categories