mmsegmentation/configs/cgnet/README.md

# CGNet: A Light-weight Context Guided Network for Semantic Segmentation

## Introduction

[ALGORITHM]

```latext
@article{wu2018cgnet,
  title={CGNet: A Light-weight Context Guided Network for Semantic Segmentation},
  author={Wu, Tianyi and Tang, Sheng and Zhang, Rui and Zhang, Yongdong},
  journal={arXiv preprint arXiv:1811.08201},
  year={2018}
}
```

## Results and models

### Cityscapes

| Method | Backbone | Crop Size | Lr schd | Mem (GB) | Inf time (fps) |  mIoU | mIoU(ms+flip) | config                                                                                                            | download                                                                                                                                                                                                                                                                                                               |
| ------ | -------- | --------- | ------: | -------- | -------------- | ----: | ------------: | ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| CGNet  | M3N21    | 680x680   |   60000 | 7.5      | 30.51          | 65.63 |         68.04 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/cgnet/cgnet_680x680_60k_cityscapes.py)  | [model](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_680x680_60k_cityscapes/cgnet_680x680_60k_cityscapes_20201101_110253-4c0b2f2d.pth) &#124; [log](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_680x680_60k_cityscapes/cgnet_680x680_60k_cityscapes-20201101_110253.log.json)     |
| CGNet  | M3N21    | 512x1024  |   60000 | 8.3      | 31.14          | 68.27 |         70.33 | [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/cgnet/cgnet_512x1024_60k_cityscapes.py) | [model](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_512x1024_60k_cityscapes/cgnet_512x1024_60k_cityscapes_20201101_110254-124ea03b.pth) &#124; [log](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_512x1024_60k_cityscapes/cgnet_512x1024_60k_cityscapes-20201101_110254.log.json) |
[New model] Support CGNet (#223) * added cgnet * added testing for cgnet * git test * add cgnet * fix __init__ * rename FGlo with GlobalContextExtractor * add readme.md and rename bn with norm * delete cg_head * fix a language mistake * rename cgnet_m3n21.py to cgnet.py * modify README.md * modify list to tuple * add fcn_head test * add assert to fcn_head * blank * fix fcn_head assert bug * add * add cgnet to README.md and model_zoo.md * modify cgnet README.md Co-authored-by: KID <wps_@mail.nankai.edu.cn> 2020-11-03 16:05:25 +08:00			`# CGNet: A Light-weight Context Guided Network for Semantic Segmentation`

			`## Introduction`

[Improvement] Add tags for each README.md (#340) 2021-01-10 21:35:09 -08:00			`[ALGORITHM]`

[New model] Support CGNet (#223) * added cgnet * added testing for cgnet * git test * add cgnet * fix __init__ * rename FGlo with GlobalContextExtractor * add readme.md and rename bn with norm * delete cg_head * fix a language mistake * rename cgnet_m3n21.py to cgnet.py * modify README.md * modify list to tuple * add fcn_head test * add assert to fcn_head * blank * fix fcn_head assert bug * add * add cgnet to README.md and model_zoo.md * modify cgnet README.md Co-authored-by: KID <wps_@mail.nankai.edu.cn> 2020-11-03 16:05:25 +08:00			```latext
			`@article{wu2018cgnet,`
			`title={CGNet: A Light-weight Context Guided Network for Semantic Segmentation},`
			`author={Wu, Tianyi and Tang, Sheng and Zhang, Rui and Zhang, Yongdong},`
			`journal={arXiv preprint arXiv:1811.08201},`
			`year={2018}`
			`}`
			```

			`## Results and models`

			`### Cityscapes`

[Improvement] Add cfg link in modelzoo (#468) 2021-04-09 14:36:03 -07:00			\| Method \| Backbone \| Crop Size \| Lr schd \| Mem (GB) \| Inf time (fps) \| mIoU \| mIoU(ms+flip) \| config \| download \|
			\| ------ \| -------- \| --------- \| ------: \| -------- \| -------------- \| ----: \| ------------: \| ----------------------------------------------------------------------------------------------------------------- \| ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- \|
			\| CGNet \| M3N21 \| 680x680 \| 60000 \| 7.5 \| 30.51 \| 65.63 \| 68.04 \| [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/cgnet/cgnet_680x680_60k_cityscapes.py) \| [model](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_680x680_60k_cityscapes/cgnet_680x680_60k_cityscapes_20201101_110253-4c0b2f2d.pth) \| [log](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_680x680_60k_cityscapes/cgnet_680x680_60k_cityscapes-20201101_110253.log.json) \|
			\| CGNet \| M3N21 \| 512x1024 \| 60000 \| 8.3 \| 31.14 \| 68.27 \| 70.33 \| [config](https://github.com/open-mmlab/mmsegmentation/blob/master/configs/cgnet/cgnet_512x1024_60k_cityscapes.py) \| [model](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_512x1024_60k_cityscapes/cgnet_512x1024_60k_cityscapes_20201101_110254-124ea03b.pth) \| [log](https://download.openmmlab.com/mmsegmentation/v0.5/cgnet/cgnet_512x1024_60k_cityscapes/cgnet_512x1024_60k_cityscapes-20201101_110254.log.json) \|