TianhongDai/DouTu

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Created over 7 years ago
Updated over 7 years ago

TianhongDai/DouTu

TianhongDai

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reinforcement-learning-algorithms

This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

hindsight-experience-replay

This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.

integrated-gradient-pytorch

This is the pytorch implementation of the paper - Axiomatic Attribution for Deep Networks.

mosse-object-tracking

This is the implementation of MOSSE tracking algorithm (correlation filter based).

self-imitation-learning-pytorch

This is the pytorch implementation of ICML 2018 paper - Self-Imitation Learning.

distributed-ppo

This is an pytorch implementation of Distributed Proximal Policy Optimization(DPPO).

google-football-pytorch

It's the pytorch implementation of google research football.

metaworld-sac

div-hindsight

This is the official code of our paper "Diversity-based Trajectory and Goal Selection with Hindsight Experience Relay" [PRICAI 2021].

esil-hindsight

This is the official code of our paper "Episodic Self-Imitation Learning with Hindsight" [Electronics 2020].

wavelet-hdr

This is the official code for our paper "Wavelet-Based Network For High Dynamic Range Imaging" [CVIU 2023].

deep-hdr-baselines

react2-code

This is the official code of our paper "Machine Learning to Support Visual Auditing of Home-based Lateral Flow Immunoassay Self-Test Results for SARS-CoV-2 Antibodies" [Communications Medicine 2022].

dockerfiles

It contains the dockerfiles for the purpose of machine learning / deep learning research.

phd-thesis

daim-rl

This is the official code of our paper "Diversity-Augmented Intrinsic Motivation for Deep Reinforcement Learning" [Neurocomputing 2021].