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MenghaoGuo authored Apr 2, 2022
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Expand Up @@ -28,15 +28,11 @@ More details can be found in [**Visual Attention Network**](https://arxiv.org/ab

**Notes**: Pre-trained models can be found in [Visual Attention Network for Classification](https://github.com/Visual-Attention-Network/VAN-Classification).

### VAN + Light-Ham / HamNet / UperNet
### VAN + HamNet / UperNet

| Method | Backbone | Iters | mIoU | Params | FLOPs | Config | Download |
| :-------: | :-------------: | :---: | :--: | :----: | :----: | :----: | :-------: |
| Light-Ham-D256 | VAN-Tiny | 160K | [40.9](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/work_dirs/hamnet_light_van_tiny_d256_512x512_160k_ade20k/eval_multi_scale_20220321_052101.json) | 4.2M | 6.5G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/ham/hamnet_light_van_tiny_d256_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/11XjGgqgqWJOUKdIEWuInQJyi4wAChaWN/view?usp=sharing) |
| Light-Ham | VAN-Tiny | 160K | [42.3](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/work_dirs/hamnet_light_van_tiny_512x512_160k_ade20k/eval_multi_scale_20220323_130645.json) | 4.9M | 11.3G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/ham/hamnet_light_van_tiny_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1MkjNxqOuoVtt58jIKY-11B6TfDrdH1sX/view?usp=sharing) |
| Light-Ham | VAN-Small | 160K | [45.7](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/work_dirs/hamnet_light_van_small_512x512_160k_ade20k/eval_multi_scale_20220323_124229.json) | 14.7M | 21.4G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/ham/hamnet_light_van_small_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1ocFNvV2Dr8kXsytY_9QO5FBGk1zTOgS3/view?usp=sharing) |
| Light-Ham | VAN-Base | 160K | [49.6](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/work_dirs/hamnet_light_van_base_512x512_160k_ade20k/eval_multi_scale_20220323_135751.json) | 27.4M | 34.4G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/ham/hamnet_light_van_base_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1-wVJgdztqWYv-MvCp6deFO0pDpciAg6h/view?usp=sharing) |
| Light-Ham | VAN-Large | 160K | [51.0](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/work_dirs/hamnet_light_van_large_512x512_160k_ade20k/eval_multi_scale_20220323_142104.json) | 45.6M | 55.0G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/ham/hamnet_light_van_large_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1iW-upuWcZybJyGv8_3qnpgGoX0Wq9emk/view?usp=sharing) |
| - | - | - | - | - | - | - | - |
| HamNet | VAN-Tiny-OS8 | 160K | 41.5 | 11.9M | 50.8G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/upernet/VAN/upernet_van_tiny_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1T1BxnBr4rErKaKiUwp_xF-Ik7j7jINJR/view?usp=sharing) |
| HamNet | VAN-Small-OS8 | 160K | 45.1 | 24.2M | 100.6G | [config](https://github.com/Visual-Attention-Network/VAN-Segmentation/blob/main/configs/upernet/VAN/upernet_van_small_512x512_160k_ade20k.py) | [Google Drive](https://drive.google.com/file/d/1kfZIMZINOprSL6G113sm_KjPlE10nbWz/view?usp=sharing) |
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