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Mohamad Yani's Projects

2d_lidar_person_detection icon 2d_lidar_person_detection

Person detector for 2D range data. Code release for Self-Supervised Person Detection in 2D Range Data using a Calibrated Camera (https://arxiv.org/abs/2012.08890)

als_ros icon als_ros

An advanced localization system for ROS use.

autonomous_exploration icon autonomous_exploration

autonomus exploration strategy using 2d map segmentation and custom costmap for detect 3d size of object

bio_ik icon bio_ik

MoveIt kinematics_base plugin based on particle optimization & GA

deep-orientation icon deep-orientation

Fast and robust upper body orientation estimation for mobile robotic applications

diffrl icon diffrl

[ICLR 2022] Accelerated Policy Learning with Parallel Differentiable Simulation

dr-spaam-detector icon dr-spaam-detector

DR-SPAAM: A Spatial-Attention and Auto-regressive Model for Person Detection in 2D Range Data

drl-robot-navigation icon drl-robot-navigation

Deep Reinforcement Learning for mobile robot navigation in ROS Gazebo simulator. Using Twin Delayed Deep Deterministic Policy Gradient (TD3) neural network, a robot learns to navigate to a random goal point in a simulated environment while avoiding obstacles.

dwa-rl icon dwa-rl

Novel reinforcement learning based local planner that accounts for the dynamic constraints of the robot to enable smooth robot trajectories. Reward shaping is done to enable a spatially aware navigation.

frobs_rl icon frobs_rl

Framework to easily develop robotics Reinforcement Learning tasks using Gazebo and stable-baselines-3.

ga-ddpg icon ga-ddpg

6D Grasping Policy from Point Clouds

ga-openai-gym icon ga-openai-gym

Usage of genetic algorithms to train a neural network in the multiple OpenAI gym environments.

genetic-cnn icon genetic-cnn

CNN architecture exploration using Genetic Algorithm

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