Initial commit

Author: xiaoyufenfei

README.md

@@ -1,2 +1,71 @@
 # Efficient-Segmentation-Networks
-Lightweight models for real-time semantic segmentationon PyTorch (include SQNet, LinkNet, SegNet, UNet, ENet, ERFNet, EDANet, ESPNet, LEDNet, ESNet, CGNet, DABNet, Fast-SCNN, ContextNet, etc.)
+[![python-image]][python-url]
+[![pytorch-image]][pytorch-url]
+[![lic-image]][lic-url]
+
+This project aims at providing a easy-to-use, modifiable reference implementation for real-time semantic segmentation models using PyTorch.
+
+<p align="center"><img width="100%" src="docs/image-1.png" /></p>
+
+## Support
+
+#### Model
+- [SQNet](https://openreview.net/pdf?id=S1uHiFyyg)
+- [LinkNet](https://arxiv.org/pdf/1707.03718.pdf)
+- [SegNet](https://arxiv.org/pdf/1511.00561.pdf)
+- [UNet](https://arxiv.org/pdf/1505.04597.pdf)
+- [ENet](https://arxiv.org/pdf/1606.02147.pdf)
+- [ERFNet](http://www.robesafe.uah.es/personal/eduardo.romera/pdfs/Romera17iv.pdf)
+- [EDANet](https://arxiv.org/ftp/arxiv/papers/1809/1809.06323.pdf)
+- [ESPNet](https://arxiv.org/pdf/1803.06815v2.pdf)
+- [LEDNet](https://arxiv.org/pdf/1905.02423v3.pdf)
+- [ESNet](https://arxiv.org/pdf/1906.09826v1.pdf)
+- [CCNet](https://arxiv.org/pdf/1811.08201.pdf)
+- [DABNet](https://arxiv.org/pdf/1907.11357.pdf)
+- [Fast-SCNN](https://arxiv.org/pdf/1902.04502.pdf)
+- [ContextNet](https://arxiv.org/pdf/1805.04554.pdf)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+[python-image]: https://img.shields.io/badge/Python-3.x-ff69b4.svg
+[python-url]: https://www.python.org/
+[pytorch-image]: https://img.shields.io/badge/PyTorch-1.1-2BAF2B.svg
+[pytorch-url]: https://pytorch.org/
+[lic-image]: https://img.shields.io/aur/license/pac.svg
+[lic-url]: https://github.com/xiaoyufenfei/Efficient-Segmentation-Networks
+/blob/master/LICENSE
+
+
+
+
+
+
+
+
+
+
+
+
+

docs/README.md

@@ -0,0 +1,19 @@
+### Model & Backbone
+
+|   Model    | Scratch | ResNet18 | ResNet50 | ResNet101 |
+| :--------: | :-----: | :------: | :------: | :-------: |
+|   SQNet    |    ✓    |          |          |           |
+|  LinkNet   |    ✓    |          |          |           |
+|   SegNet   |    ✓    |          |          |           |
+|    UNet    |    ✓    |          |          |           |
+|    ENet    |    ✓    |          |          |           |
+|   ERFNet   |    ✓    |          |          |           |
+|   EDANet   |    ✓    |          |          |           |
+|   ESPNet   |    ✓    |          |          |           |
+|   LEDNet   |    ✓    |          |          |           |
+|   ESNet    |    ✓    |          |          |           |
+|   CGNet    |    ✓    |          |          |           |
+|   DABNet   |    ✓    |          |          |           |
+| Fast-SCNN  |    ✓    |          |          |           |
+| ContextNet |    ✓    |          |          |           |
+|   CANet    |    ✓    |          |          |           |

docs/image-1.png

@@ -0,0 +1,9 @@
+name: seg_requirements
+dependencies:
+- python3
+- cuda 9.0
+- pip:
+  - Image
+  - tqdm
+  - torch 1.1.0
+  - torchvision 0.3.0