chingloong / deeplab_pytorch

Repository for DeepLab family

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