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Cheng Liu's Projects

art-iqn icon art-iqn

Risk-averse reinforcement learning algorithms for drone indoor navigation and obstacle avoidance.

crazyflie-firmware icon crazyflie-firmware

The main firmware for the Crazyflie Nano Quadcopter, Crazyflie Bolt Quadcopter and Roadrunner Positioning Tag.

crowdnav icon crowdnav

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

depth_avoider_crazyflie icon depth_avoider_crazyflie

Supplement materials for Micro Quadcopter Obstacle Avoidance with a Lightweight Monocular Depth Network

fractional-max-pooling icon fractional-max-pooling

This is a reproduction of fractional max pooling method for CNN on MNIST, CIFAR10 and CIFAR100.

gate-detection-fcn icon gate-detection-fcn

Recognizing Gates via Semantic Segmentation Based on Fully Convolutional Networks in Autonomous Drone Racing.

malignancy-detector-luna16 icon malignancy-detector-luna16

Implementation of lung nodule detection and false positive reduction using CT images for LUNA16-LUng-Nodule-Analysis-2016-Challenge.

off-policy-rl-algorithms icon off-policy-rl-algorithms

PyTorch Implementation of off-policy reinforcement learning algorithms like Q-learning, DQN, DDPG and TD3.

ppo icon ppo

A PyTorch implementation version of Proximal Policy Optimization Algorithm.

quadgym icon quadgym

OpenAI gym Environments for Quadrotor Control

quadrotor icon quadrotor

Quadrotor control, path planning and trajectory optimization

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