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Release coco-stuff-10k model
Release coco-stuff-10k model Release coco-stuff-10k model
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‎segmentation/README.md‎

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| method | backbone | resolution | mIoU (ss/ms) | #params | FLOPs | Config | Download |
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| :---------: | :------------: | :--------: | :-----------: | :-----: | :---: | :-----------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| UperNet | InternImage-T | 512x1024 | 82.58 / 83.40 | 59M | 1889G | [config](./configs/cityscapes/upernet_internimage_t_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_t_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_t_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-S | 512x1024 | 82.74 / 83.45 | 80M | 2035G | [config](./configs/cityscapes/upernet_internimage_s_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_s_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_s_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-B | 512x1024 | 83.18 / 83.97 | 128M | 2369G | [config](./configs/cityscapes/upernet_internimage_b_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_b_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_b_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-L | 512x1024 | 83.68 / 84.41 | 256M | 3234G | [config](./configs/cityscapes/upernet_internimage_l_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_l_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_l_512x1024_160k_cityscapes.log.json) |
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| UperNet\* | InternImage-L | 512x1024 | 85.94 / 86.22 | 256M | 3234G | [config](./configs/cityscapes/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.log.json) |
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| UperNet | InternImage-XL | 512x1024 | 83.62 / 84.28 | 368M | 4022G | [config](./configs/cityscapes/upernet_internimage_xl_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_xl_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_xl_512x1024_160k_cityscapes.log.json) |
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| UperNet\* | InternImage-XL | 512x1024 | 86.20 / 86.42 | 368M | 4022G | [config](./configs/cityscapes/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.log.json) |
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| SegFormer\* | InternImage-L | 512x1024 | 85.16 / 85.67 | 220M | 1580G | [config](./configs/cityscapes/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.log.json) |
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| SegFormer\* | InternImage-XL | 512x1024 | 85.41 / 85.93 | 330M | 2364G | [config](./configs/cityscapes/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.log.json) |
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| Mask2Former | InternImage-H | 1024x1024 | 86.37 / 86.96 | 1094M | 7878G | [config](./configs/cityscapes/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes_ss.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.log.json) |
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| method | backbone | resolution | mIoU (ss/ms) | #params | FLOPs | Config | Download |
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| :-----------: | :------------: | :--------: | :-----------: | :-----: | :---: | :--------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| UperNet | InternImage-T | 512x1024 | 82.58 / 83.40 | 59M | 1889G | [config](./configs/cityscapes/upernet_internimage_t_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_t_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_t_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-S | 512x1024 | 82.74 / 83.45 | 80M | 2035G | [config](./configs/cityscapes/upernet_internimage_s_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_s_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_s_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-B | 512x1024 | 83.18 / 83.97 | 128M | 2369G | [config](./configs/cityscapes/upernet_internimage_b_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_b_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_b_512x1024_160k_cityscapes.log.json) |
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| UperNet | InternImage-L | 512x1024 | 83.68 / 84.41 | 256M | 3234G | [config](./configs/cityscapes/upernet_internimage_l_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_l_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_l_512x1024_160k_cityscapes.log.json) |
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| UperNet\* | InternImage-L | 512x1024 | 85.94 / 86.22 | 256M | 3234G | [config](./configs/cityscapes/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_l_512x1024_160k_mapillary2cityscapes.log.json) |
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| UperNet | InternImage-XL | 512x1024 | 83.62 / 84.28 | 368M | 4022G | [config](./configs/cityscapes/upernet_internimage_xl_512x1024_160k_cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_xl_512x1024_160k_cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_xl_512x1024_160k_cityscapes.log.json) |
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| UperNet\* | InternImage-XL | 512x1024 | 86.20 / 86.42 | 368M | 4022G | [config](./configs/cityscapes/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/upernet_internimage_xl_512x1024_160k_mapillary2cityscapes.log.json) |
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| SegFormer\* | InternImage-L | 512x1024 | 85.16 / 85.67 | 220M | 1580G | [config](./configs/cityscapes/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/segformer_internimage_l_512x1024_160k_mapillary2cityscapes.log.json) |
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| SegFormer\* | InternImage-XL | 512x1024 | 85.41 / 85.93 | 330M | 2364G | [config](./configs/cityscapes/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/segformer_internimage_xl_512x1024_160k_mapillary2cityscapes.log.json) |
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| Mask2Former\* | InternImage-H | 1024x1024 | 86.37 / 86.96 | 1094M | 7878G | [config](./configs/cityscapes/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.log.json) |
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\* denotes the model is trained using extra Mapillary dataset.
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| method | backbone | resolution | mIoU (ss) | #params | FLOPs | Config | Download |
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| :---------: | :-----------: | :--------: | :-------: | :-----: | :---: | :--------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| Mask2Former | InternImage-H | 896x896 | 52.6 | 1.31B | 4635G | [config](./configs/coco_stuff164k/mask2former_internimage_h_896_80k_cocostuff164k_ss.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_896_80k_cocostuff164k.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_896_80k_cocostuff164k.log.json) |
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| method | backbone | resolution | mIoU (ss) | #params | FLOPs | Config | Download |
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| :---------: | :-----------: | :--------: | :-------: | :-----: | :---: | :-----------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| Mask2Former | InternImage-H | 896x896 | 52.6 | 1.31B | 4635G | [config](./configs/coco_stuff164k/mask2former_internimage_h_896_80k_cocostuff164k.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_896_80k_cocostuff164k.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_896_80k_cocostuff164k.log.json) |
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| method | backbone | resolution | mIoU (ss) | #params | FLOPs | Config | Download |
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| :---------: | :-----------: | :--------: | :-------: | :-----: | :---: | :------------------------------------------------------------------------------------: | :------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| Mask2Former | InternImage-H | 896x896 | 52.6 | 1.31B | 4635G | [config](./configs/coco_stuff10k/mask2former_internimage_h_896_80k_cocostuff10k_ss.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_896_80k_cocostuff10k.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_896_80k_cocostuff10k.log.json) |
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| method | backbone | resolution | mIoU (ss) | #params | FLOPs | Config | Download |
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| :---------: | :-----------: | :--------: | :---------: | :-----: | :---: | :------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| Mask2Former | InternImage-H | 512x512 | 59.2 / 59.6 | 1.28B | 1528G | [config](./configs/coco_stuff10k/mask2former_internimage_h_512_40k_cocostuff164k_to_10k.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_512_40k_cocostuff164k_to_10k.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_512_40k_cocostuff164k_to_10k.log.json) |
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‎segmentation/configs/cityscapes/README.md‎

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Mapillary 80k + Cityscapes (w/ coarse data) 80k
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| backbone | resolution | mIoU (ss/ms) | #params | FLOPs | Config | Download |
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| :-----------: | :--------: | :-----------: | :-----: | :---: | :----------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| InternImage-H | 1024x1024 | 86.37 / 86.96 | 1094M | 7878G | [config](./mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes_ss.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.log.json) |
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| backbone | resolution | mIoU (ss/ms) | #params | FLOPs | Config | Download |
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| :-----------: | :--------: | :-----------: | :-----: | :---: | :-------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| InternImage-H | 1024x1024 | 86.37 / 86.96 | 1094M | 7878G | [config](./mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.log.json) |

‎segmentation/configs/cityscapes/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes_ss.py‎ renamed to ‎segmentation/configs/cityscapes/mask2former_internimage_h_1024x1024_80k_mapillary2cityscapes.py‎

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‎segmentation/configs/coco_stuff10k/README.md‎

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# COCO-Stuff-10K
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<!-- [ALGORITHM] -->
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## Introduction
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COCO-Stuff-10K is a dataset designed to enhance scene understanding tasks in computer vision by providing pixel-level annotations for both "things" (discrete objects with well-defined shapes, like cars and people) and "stuff" (amorphous background regions, such as grass and sky). This dataset augments 10,000 images from the original COCO dataset, offering detailed labels across 182 classes—91 "thing" classes and 91 "stuff" classes.
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## Model Zoo
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### Mask2Former + InternImage
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| backbone | resolution | mIoU (ss/ms) | #param | FLOPs | Config | Download |
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| :-----------: | :--------: | :----------: | :----: | :---: | :-------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| InternImage-H | 512x512 | 59.2 / 59.6 | 1.28B | 1528G | [config](./mask2former_internimage_h_512_40k_cocostuff164k_to_10k.py) | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/mask2former_internimage_h_512_40k_cocostuff164k_to_10k.pth) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/mask2former_internimage_h_512_40k_cocostuff164k_to_10k.log.json) |

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