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@czczup
czczup committed Jun 3, 2022
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Expand Up @@ -8,8 +8,8 @@ The ADE20K semantic segmentation dataset contains more than 20K scene-centric

## Results and Models

| Method | Backbone | Pre-train | Batch Size | Lr schd | Crop Size | mIoU (SS) | mIoU (MS) | #Param | Config | Download |
|:-----------:|:-------------:|:---------------------------------------------------------------------------------------------------------------------:|:----------:|:-------:|:---------:|:---------:|:---------:|:------:|:----------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
| UperNet | ViT-Adapter-L | [BEiT-L](https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth) | 8x2 | 160k | 640 | 58.0 | 58.4 | 451M | [config](./upernet_beit_adapter_large_640_160k_ade20k_ss.py) | [model](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.1/upernet_beit_adapter_large_640_160k_ade20k.pth.tar) \| [log](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.1/20220313_233147.log) |
| Mask2Former | ViT-Adapter-L | [BEiT-L](https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth) | 8x2 | 160k | 640 | 58.3 | 59.0 | 568M | [config](./mask2former_beit_adapter_large_640_160k_ade20k_ss.py) | [model]() \| [log]() |
| Mask2Former | ViT-Adapter-L | COCO-Stuff-164K | 16x1 | 80k | 896 | 59.4 | 60.5 | 571M | [config](./mask2former_beit_adapter_large_896_80k_ade20k_ss.py) | [model](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.0/mask2former_beit_adapter_large_896_80k_ade20k.zip) \| [log](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.0/20220430_154104.log) |
| Method | Backbone | Pre-train | Batch Size | Lr schd | Crop Size | mIoU (SS) | mIoU (MS) | #Param | Config | Download |
|:-----------:|:-------------:|:---------------------------------------------------------------------------------------------------------------------:|:----------:|:-------:|:---------:|:------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------:|:------:|:----------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
| UperNet | ViT-Adapter-L | [BEiT-L](https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth) | 8x2 | 160k | 640 | [58.0](https://drive.google.com/file/d/1KsV4QPfoRi5cj2hjCzy8VfWih8xCTrE3/view?usp=sharing) | [58.4](https://drive.google.com/file/d/1haeTUvQhKCM7hunVdK60yxULbRH7YYBK/view?usp=sharing) | 451M | [config](./upernet_beit_adapter_large_640_160k_ade20k_ss.py) | [model](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.1/upernet_beit_adapter_large_640_160k_ade20k.pth.tar) \| [log](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.1/20220313_233147.log) |
| Mask2Former | ViT-Adapter-L | [BEiT-L](https://conversationhub.blob.core.windows.net/beit-share-public/beit/beit_large_patch16_224_pt22k_ft22k.pth) | 8x2 | 160k | 640 | [58.3](https://drive.google.com/file/d/1jj56lSbc2s4ZNc-Hi-w6o-OSS99oi-_g/view?usp=sharing) | [59.0](https://drive.google.com/file/d/1hgpZB5gsyd7LTS7Aay2CbHmlY10nafCw/view?usp=sharing) | 568M | [config](./mask2former_beit_adapter_large_640_160k_ade20k_ss.py) | [model](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.2/mask2former_beit_adapter_large_640_160k_ade20k.zip) \| [log](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.2/20220426_003454.log) |
| Mask2Former | ViT-Adapter-L | COCO-Stuff-164K | 16x1 | 80k | 896 | [59.4](https://drive.google.com/file/d/1B_1XSwdnLhjJeUmn1g_nxfvGJpYmYWHa/view?usp=sharing) | [60.5](https://drive.google.com/file/d/1UtjmgcYKR-2h116oQXklUYOVcTw15woM/view?usp=sharing) | 571M | [config](./mask2former_beit_adapter_large_896_80k_ade20k_ss.py) | [model](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.0/mask2former_beit_adapter_large_896_80k_ade20k.zip) \| [log](https://github.com/czczup/ViT-Adapter/releases/download/v0.2.0/20220430_154104.log) |

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