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https://github.com/cjf8899/CASS
Official PyTorch implementation of "CASS: Class-wise Adaptive Strategy for Semi Supervised Semantic Segmentation", IEEE Access 2024
https://github.com/cjf8899/CASS
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Official PyTorch implementation of "CASS: Class-wise Adaptive Strategy for Semi Supervised Semantic Segmentation", IEEE Access 2024
- Host: GitHub
- URL: https://github.com/cjf8899/CASS
- Owner: cjf8899
- Created: 2023-03-08T02:24:55.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2024-02-13T00:01:04.000Z (10 months ago)
- Last Synced: 2024-10-26T19:13:25.688Z (about 2 months ago)
- Homepage:
- Size: 22.5 KB
- Stars: 10
- Watchers: 2
- Forks: 0
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# CASS: Class-wise Adaptive Strategy for Semi Supervised Semantic Segmentation
## Update Note
* (24.01.31) The paper has been accepted into IEEE Access.
### [Paper](https://doi.org/10.1109/ACCESS.2024.3363628)
## Getting Started
PASCAL VOC 2012 download link : [JPEGImages](http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar), [SegmentationClass](https://drive.google.com/file/d/1Of_zgYIG_zdX1gJhnmFJRZ3uBTza2mpw/view?usp=sharing)
```angular2html
[Your Pascal Path]
├── JPEGImages
└── SegmentationClass
```
Pretrained Backbone : [ResNet101](https://drive.google.com/file/d/126ZzFt8PQ0KX7dvKCn-ZSeKb468mZOyj/view?usp=share_link), [MiT-B4](https://drive.google.com/file/d/1Gn0QT7-SgT3k20JtSX7nyIOQJaEPcbQT/view?usp=share_link)
Eval Weight : [link](https://drive.google.com/drive/folders/11_MzauUu0de4NWCb0D4IpGtVcXLO1hSc?usp=share_link)
```angular2html
CASS
├── pretrained
│ ├── resnet101.pth
│ └── mit_b4.pth
└── cass_pretrained
├── 1_CASS_1_4_resnet101_78.04.pth
├── 2_CASS_1_4_resnet101_78.32.pth
├── 3_CASS_1_4_resnet101_78.05.pth
├── 1_CASS_1_4_segf_b4_79.90.pth
├── 2_CASS_1_4_segf_b4_79.81.pth
└── 3_CASS_1_4_segf_b4_79.99.pth
```
## Config
You can control our methods in the [config file]().
## Train
```bash
sh tool/train.sh
# ex : sh tool/train.sh 4 23500
```
## Eval
```bash
sh tool/eval.sh
# ex : sh tool/eval.sh 4 23500
```
## Paper Result
| Method | 1/2 (5292) | 1/4 (2646) | 1/8 (1323) | 1/16 (662) |
| -----------------| ----------- | ----------- | ----------- | ----------- |
| ST++ | - | 76.6 | 76.3 | 74.5 |
| UniMatch | 77.5 | 77.2 | 77.0 | 76.5 |
| CASS-V3(ours) | 78.1 | 78.0 | 77.5 | 77.1 |
| CASS-B4(ours) | 80.2 | 79.9 | 78.8 | 77.5 |
## Re Implementation Result
| Model | 1/2 (5291) | 1/4 (2646) | 1/8 (1323) | 1/16 (662) |
| --------------------| ----------- | ----------- | ----------- | ----------- |
| CASS-V3 (Try 1) | [78.86](https://drive.google.com/file/d/11U1StTB6y7TONpxO8DkLnBLpI-Cuhls2/view?usp=sharing) | [78.04](https://drive.google.com/file/d/1M-mp2XyQy4PE6OZoaDXQB0nViY0k8R__/view?usp=sharing) | [77.18](https://drive.google.com/file/d/1xJ8DPYHsqFm2OZOvJnUdqGVgWPvWiMk9/view?usp=sharing) | TODO |
| CASS-V3 (Try 2) | [78.60](https://drive.google.com/file/d/19QoxDPdLl7M1SxF9FfV0amaEY_RkqPbl/view?usp=sharing) | [78.32](https://drive.google.com/file/d/1QlWG0A8fzmvbauofskJiHFgqAiEOZzjM/view?usp=sharing) | [77.29](https://drive.google.com/file/d/1UPQGOXo2aLhWaEI1K4UcITRhyygsSpeu/view?usp=sharing) | TODO |
| CASS-V3 (Try 3) | [79.21](https://drive.google.com/file/d/1CinXys39ts-Ml0fdGUsA8PekL8JcoV6Y/view?usp=sharing) | [78.05](https://drive.google.com/file/d/1rJsMpMBoZLr5Uz3z4hpwEwRFKho59Z3G/view?usp=sharing) | [77.76](https://drive.google.com/file/d/1_M3sZE3XMsr6_Iq9LCkFH9yfjcEub8sp/view?usp=sharing) | TODO |
| Mean (std) | 78.89 (0.25) | 78.13 (0.13) | 77.41 (0.25) | TODO |
| | | | | |
| CASS-B4 (Try 1) | [80.49](https://drive.google.com/file/d/1S7LrvcFT2ozLD_PKr8OkXd9tujEUJIas/view?usp=sharing) | [79.90](https://drive.google.com/file/d/1mLzZnt1vELRAUWnJS1FJFjtNZyYJcENj/view?usp=share_link) | [78.78](https://drive.google.com/file/d/1S4Zy4hl7QwNwqWacNM2O0pG_v_TadTz7/view?usp=sharing) | TODO |
| CASS-B4 (Try 2) | [80.53](https://drive.google.com/file/d/10FA8zYYZe5VbOTvLJ8VW7wlH-btvbRaA/view?usp=sharing) | [79.81](https://drive.google.com/file/d/1l49MDtrBDDS0FN4NPoFX0UGoQaOsdTvt/view?usp=sharing) | [78.72](https://drive.google.com/file/d/1voq2y234u8VAwzDWjySlFWQQAONOvz-Y/view?usp=sharing) | TODO |
| CASS-B4 (Try 3) | [80.42](https://drive.google.com/file/d/1UaklR18Bqjo889QHMYZqjZdkEMIt47Lw/view?usp=sharing) | [79.99](https://drive.google.com/file/d/1BeH8r0MiioAzw_QPy2enC8aCmXdvdOpv/view?usp=sharing) | [78.76](https://drive.google.com/file/d/1dA_FJYXkQGicxDfQkdXuWHyXxDCfTFnO/view?usp=sharing) | TODO |
| Mean (std) | 80.48 (0.05) | 79.89 (0.07) | 78.75 (0.02) | TODO |