Merge branch 'master' of github.com:akuxcw/APD

README.md

@@ -0,0 +1,63 @@
+# APD
+**Adaptive Perspective Distillation for Semantic Segmentation**
+
+Zhuotao Tian*; Pengguang Chen*; Xin Lai; Li Jiang; Shu Liu; Hengshuang Zhao; Bei Yu; Ming-Chang Yang; Jiaya Jia
+
+This project provides an implementation for the TPAMI 2022 paper "[Adaptive Perspective Distillation for Semantic Segmentation](https://ieeexplore.ieee.org/document/9736597)"
+
+## Environment
+
+We verify our code on 
+* 4x3090 GPUs
+* CUDA 11.1
+* python 3.9
+* torch 1.12.1
+* torchvision 0.13.1
+
+Other similar envirouments should also work properly.
+
+## Installation
+
+```
+git clone [email protected]:akuxcw/APD.git
+cd APD/
+```
+
+## Results
+
+| Dataset        | Student    | Teacher     | Baseline | Ours  |
+|----------------|------------|-------------|----------|-------|
+| ade20k         | PSPNet-R18 | PSPNet-R101 | 37.19    | 39.25 |
+| cityscapes     | PSPNet-R18 | PSPNet-R101 | 74.15    | 75.68 |
+| pascal context | PSPNet-R18 | PSPNet-R101 | 42.29    | 43.96 |
+
+
+
+## Training
+
+Use the following command to train PSPNet-R18 on ade20k with APD
+```
+bash ./tool/train.sh ade20k release_psp18_psp101
+```
+
+## <a name="Citation"></a>Citation
+
+Please consider citing ReviewKD in your publications if it helps your research.
+
+```bib
+@article{APD,
+  author = {Zhuotao Tian and
+            Pengguang Chen and
+            Xin Lai and
+            Li Jiang and
+            Shu Liu and
+            Hengshuang Zhao and
+            Bei Yu and
+            Ming{-}Chang Yang and
+            Jiaya Jia},
+  title = {Adaptive Perspective Distillation for Semantic Segmentation},
+  journal = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
+  pages = {1372--1387},
+  year = {2023}
+}}
+```