GitHub资源汇总
emmm… github 的 star 没有分类功能，收藏了一大堆有点儿难找。这里汇总和分类一下（不断更新…）
文章目录
- 强化学习
- 图像分类
- 语义分割
- 目标检测
- GAN
- 其他
强化学习
Tianshou (天授) is a reinforcement learning platform based on pure PyTorch 强化学习框架天授源码
关于 Policy Gradient 算法的总结
The Multi-Armed Bandit Problem and Its Solutions
DeepRL-Tutorials 港中文周博磊老师深度强化学习论文代码
Some basic examples for reinforcement learning 港中文周博磊老师的强化学习课程基础代码
Solutions of Reinforcement Learning 2nd Edition (Original Book by Richard S. Sutton,Andrew G. Barto) 强化学习导论习题参考解答
Python replication for Sutton & Barto’s book Reinforcement Learning: An Introduction (2nd Edition) 强化学习导论书中结果复现
Awesome Reinforcement Learning
Modularized implementation of popular deep RL algorithms in PyTorch
the classic and state-of-the-art deep reinforcement learning algorithms in PyTorch
This repository contains PyTorch implementations of deep reinforcement learning algorithms and environments
图像分类
an op-for-op PyTorch reimplementation of EfficientNet, along with pre-trained models and examples
Pretrained models for Pytorch (Work in progress)
Awesome CIFAR Zoo in PyTorch
语义分割
pytorch Implementation of U-Net, R2U-Net, Attention U-Net, Attention R2U-Net
popular semantic segmentation architectures in PyTorch
Semantic Segmentation in PyTorch in PyTorch
Semantic segmentation models, datasets and losses in PyTorch
Paper and implementation of UNet-related model in PyTorch
An implementation of DeepLab-V3-Plus in PyTorch
Customized implementation of the U-Net in PyTorch for Kaggle’s Carvana Image Masking Challenge from high definition images
retinal OCT Layer Segmentation in PyTorch
An implementation of “DUNet: A deformable network for retinal vessel segmentation” in PyTorch
Retinal blood vessel segmentation using a tiny U-Net model with Adaptive Activation Functions in PyTorch
An implementation of Fully Convolutional Networks in PyTorch
目标检测
YOLOv3 in PyTorch
A Faster Pytorch Implementation of Faster R-CNN
A simplified implementation of Faster R-CNN that replicate performance from origin paper in PyTorch
a list of awesome articles about object detection
mask-rcnn in PyTorch
GAN
An implementation of “Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks” in PyTorch
其他
Flops counter
torchstat
PyTorch 加载常用的 CV 分类任务数据集
PyTorch Examples 使用 PyTorch 加载和训练常用数据就的代码模版
A Python implementation of global optimization with gaussian processes 传统机器学习方法贝叶斯优化自动调参
NNI (Neural Network Intelligence) A toolkit for AutoML