CrowdNav

Robot Navigation

Develops robot navigation policies in crowded spaces using reinforcement learning and attention mechanisms.

[ICRA19] Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning

GitHub

607 stars
15 watching
171 forks
Language: Python
last commit: over 2 years ago
Linked from 1 awesome list

collision-avoidancecrowd-navigationreinforcement-learning

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
jmiseikis/robotnavigation This is a MATLAB implementation of two popular navigation algorithms: A-star and Real-Time Randomized Path Planning. 65
ahq1993/perceivable-human-robot-interaction-using-neural-attention-q-networks An implementation of a deep reinforcement learning algorithm to teach a robot to interact with humans in a socially acceptable manner. 4
adlink-ros/adlink_neuronbot Demonstrates human following and swarm capabilities using a robot platform with integrated computer vision and navigation algorithms. 14
ahq1993/multimodal-deep-q-network-for-social-human-robot-interaction A deep reinforcement learning system designed to enable robots to acquire social interaction skills through multimodal interactions with humans. 14
vimalabs/vima An implementation of a general-purpose robot learning model using multimodal prompts 781
mit-acl/cadrl_ros ROS package for dynamic obstacle avoidance trained with deep RL 598
google-deepmind/spriteworld An environment designed to test and train reinforcement learning algorithms in a flexible, procedurally generated 2D space with various objects and interactions. 369
jhu-lcsr/good_robot Research on repurposing reinforcement learning for transfer between tasks in robotics and multi-step visual tasks with simulation-to-real transfer 108
matlab-deep-learning/rl-agent-based-traffic-control An agent-based traffic management system using model-free reinforcement learning to optimize traffic signal control. 48
google-deepmind/meltingpot Assesses generalization of multi-agent reinforcement learning algorithms to novel social situations 637
cbfinn/gps An implementation of guided policy search and LQG-based trajectory optimization for reinforcement learning 599
google-deepmind/android_env A platform for defining reinforcement learning tasks on top of Android devices 1,029
flow-project/flow A framework for training reinforcement learning models to optimize traffic control and simulation 1,078
ariannagavioli/motion-planning-for-kuka-lbr Automated robotic arm motion planning with obstacle avoidance using MATLAB and CoppeliaSim simulator. 73
robot-perception-group/airpose A deep learning framework for multi-view fusion network-based 3D human motion capture system 52