# DeepLab_pytorch

**Repository Path**: SaintEgg/DeepLab23_pytorch

## Basic Information

- **Project Name**: DeepLab_pytorch
- **Description**: deeplabv2 v3
- **Primary Language**: Python
- **License**: MIT
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 2
- **Created**: 2021-11-04
- **Last Updated**: 2022-03-30

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# DeepLab family

## Papers

* DeepLab v2 [DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs](https://arxiv.org/abs/1606.00915)
* DeepLab v3 [Rethinking Atrous Convolution for Semantic Image Segmentation](https://arxiv.org/abs/1706.05587)
* DeepLab v3+ [Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation](https://arxiv.org/abs/1802.02611)

## Contents

* DeepLab v2 (VGG, ResNet101)
* DeepLab v3 (ResNet101)
* DeepLab v3+ (ResNet101)

(DeepLab v2 (VGG16) is a little different from original implementation!!) 

## description

Network | description
:-- | :--
DeepLab v2 (VGG, FOV)| VGG16 + atrous convolution
DeepLab v2 (VGG, ASPP) | VGG16 + atrous spatial pyramid pooling
DeepLab v2 (ResNet, FOV)| ResNet101 + atrous convolution
DeepLab v2 (ResNet, ASPP) | ResNet101 + atrous spatial pyramid pooling
DeepLab v3 | ResNet101 + atrous convolution in cascadea and in parallel
DeepLab v3+ | DeepLab v3 + good decoder (and Xception)

## LICENSE

* MIT
    * see LICENSE