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South Korea, Seoul

Geonhee

Expert
@Geonhee-LEE

Robotics, Optimization and Reinforcement learning

mpc_ros. Differential Wheeled Mobile Robot - Nonlinear Model Predictive Control based on ROS

971

ur-reaching-reinforcement-learning. Reinforcement learning using rlkit, UR5, Robotiq gripper on ROS(Robot Operating System)

161

mpc_ros_description. Supports the various URDF and GAZEBO mobile robot model

70

jinyoung-manipulator-detection-and-grasping. The repository is for developing manipulator which can recognize the objects via image processing. The Jinyoung wants to grasp some objects with Opencv, ROS, MoveIt, and so on.

18

yolact_ros. You Only Look At CoefficienTs with ROS(Robot Operating System)

16

mobile_robot_control. Robot control with Traditional control and Optimal control and Learning-based control

10

mpc_planner. An MPC Motion Planner in ROS/C++

7

autonomous-vehicle-MDS. Implementation of autonomous vehicle using ROS

7

rl_local_planner. Mobile-robot Collision Avoidance Learning

6

ur5-pick-and-place. Python

5

control-robotics-machine-learning. Arrange the files and contents about robotics and control theory such as optimal, nonlinear, underactuated control, etc.

5

rl_sawyer. Reaching to the goal task based on model-free RL using sawyer based on ROS

4

ur5_ros_gym. Python

4

mobilerobot_rl. This repository is about Reinforcement learning of Machine leaning for mobile robot

4

local_planner.

4

CartesianPlanner. Source codes of “Autonomous Driving on Curvy Roads without Reliance on Frenet Frame: A Cartesian-based Trajectory Planning Method” published in IEEE Trans. Intelligent Transportation Systems

3

fake_localization. A ROS node that simply forwards odometry information.

3

vision-based-robotic-grasping. Related papers and codes for vision-based robotic grasping

3

mask_rcnn_ros. Custom Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow from USB camera in ROS

3

visual-pushing-grasping. Train robotic agents to learn to plan pushing and grasping actions for manipulation with deep reinforcement learning.

3

Deep-Reinforcement-Learning-Hands-On. Hands-on Deep Reinforcement Learning, published by Packt

2

MPC-D-CBF. The code will soon be open source.

2

mpc-cbf. Model Predictive Control with discrete-time Control Barrier Functions (MPC-CBF) for a wheeled mobile robot.

2

object-detection-opencv3-ros. Image processing using opencv for Labeling and HSV, tracking algorithm

2

mono_color_segmentation. Simple ROS2 node for creating segmentation masks based on pixel colors

2

replab. https://sites.google.com/view/replab/

1

robot_pose_ekf. The robot_pose_ekf ROS package applies sensor fusion on the robot IMU and odometry values to estimate its 3D pose.

1

MPCC. Model Predictive Contouring Controller (MPCC) for Autonomous Racing

1

l4casadi. Use PyTorch Models with CasADi for data-driven optimization or learning-based optimal control. Supports Acados.

1

mbbl. Python

1

replab-rlkit-viskit. Bring the rlkit, viskit packages from Docker image of REPLAB to implement RL algorithms

1

luc_control. C++

1

rl-collision-avoidance. Implementation of the paper "Towards Optimally Decentralized Multi-Robot Collision Avoidance via Deep Reinforcement Learning"

1

ros_motion_planning. Motion planning and Navigation of AGV/AMR:ROS planner plugin implementation of A*(A Star), JPS(Jump Point Search), D*(D Star), LPA*, D* Lite, RRT, RRT*, RRT-Connect, Informed RRT*, PID, DWA etc.

1

vox_nav. A project to develop/adapt a navigation system for outdoor robotics in rough uneven terrains

1

hiwin_pkg. C++

1

navigation. ROS Navigation stack. Code for finding where the robot is and how it can get somewhere else.

1

RDSim. Robo Delivery Simulator

1

autonomous_learning. Add code for building an self-driving car.

1

cpp-cheat-sheet. C++ Syntax, Data Structures, and Algorithms Cheat Sheet

1

simontest. Sample Python package for ROS, showing how dependencies and sub-modules are handled.

1

ros_best_practices. Best practices, conventions, and tricks for ROS

1

tf2_practice. CMake

1

apollo. An open autonomous driving platform

1

autorally. Software for the AutoRally platform

1

turtlebot3_gazebo_nav2. C++

1

Racing-LMPC-ROS2. C++ ROS2 packages that implement learning model predictive control for real-world autonomous race cars.

1

reeds-shepp-paths-ros. A ROS Wrapper for Reeds-Shepp Planning by OMPL.

1

cartographer_ros. Provides ROS integration for Cartographer.

1

cs-video-courses. List of Computer Science courses with video lectures.

1

RGBD-semantic-segmentation. A paper list of RGBD semantic segmentation (processing)

1

pcl-ros-practice. A fairly in-depth tutorial for the Point Cloud Library (with ROS integration notes!)

1

robotic-map. Map interface library for any robot overview or control system. Can act as a ROS node and makes use of Marble for map display.

1

mujoco_sim_ros2. Mujoco simulate app with ROS2 integration.

1

lsc_dr_planner. Online deadlock-free multi-agent trajectory planner using linear safe corridor (LSC)

1