Awesome
DeepLab family
Papers
- DeepLab v2 DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs
- DeepLab v3 Rethinking Atrous Convolution for Semantic Image Segmentation
- DeepLab v3+ Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
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