Merge branch 'master' of https://github.com/f1recracker/pytorch-deeplab-v3-plus

Author: f1recracker

README.md

@@ -1,4 +1,20 @@
-# [WIP] DeepLab V3+ PyTorch
+# DeepLab V3+ PyTorch
 DeepLab V3+ is a state-of-the-art model for semantic segmentation.
 
-This repository contains a PyTorch implementation of DeepLab V3+ for full driving scene segmentation tasks.
+This repository contains a PyTorch implementation of DeepLab V3+ trained for full driving scene segmentation tasks.
+
+## Pending Tasks
+
+- [x] Base DeepLab model
+  - [x] DeepLab decoder module
+  - [x] Xception feature extractor backbone
+  - [x] Dataloaders, train script, metrics
+  - [x] Data augmentation pipeline
+- [ ] Upload pretrained weights and results
+- [ ] Planned extensions
+  - [x] Mixed precision training
+  - [ ] Faster, MobileNet-v2 backbone
+  - [ ] Pretraining all backbones on ImageNet
+  - [ ] Dataloader for City-scapes
+  - [ ] Dataloader for Baidu apollo dataset
+  - [ ] Setup inference mode