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...@@ -3,6 +3,7 @@ ...@@ -3,6 +3,7 @@
__pycache__/ __pycache__/
classification/convertor/ classification/convertor/
segmentation/convertor/ segmentation/convertor/
detection/convertor/
checkpoint_dir/ checkpoint_dir/
demo/ demo/
pretrained/ pretrained/
......
README.md
View file @ c7781d7b
...@@ -125,12 +125,12 @@ Some other projects related to InternImage include the pretraining algorithm "M3 ...@@ -125,12 +125,12 @@ Some other projects related to InternImage include the pretraining algorithm "M3
<br> <br>
<div> <div>
| name | pretrain | resolution | #param | download | | name | pretrain | resolution | #param | download |
| :------------: | :------------------: | :--------: | :----: | :---------------------------------------------------------------------------------------------------: | | :------------: | :------------------: | :--------: | :----: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-L | IN-22K | 384x384 | 223M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) | | InternImage-L | IN-22K | 384x384 | 223M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22k_384) |
| InternImage-XL | IN-22K | 384x384 | 335M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) | | InternImage-XL | IN-22K | 384x384 | 335M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22k_384) |
| InternImage-H | Joint 427M -> IN-22K | 384x384 | 1.08B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) | | InternImage-H | Joint 427M -> IN-22K | 384x384 | 1.08B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_jointto22k_384) |
| InternImage-G | Joint 427M -> IN-22K | 384x384 | 3B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) | | InternImage-G | Joint 427M -> IN-22K | 384x384 | 3B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_jointto22k_384) |
</div> </div>
...@@ -141,15 +141,15 @@ Some other projects related to InternImage include the pretraining algorithm "M3 ...@@ -141,15 +141,15 @@ Some other projects related to InternImage include the pretraining algorithm "M3
<br> <br>
<div> <div>
| name | pretrain | resolution | acc@1 | #param | FLOPs | download | | name | pretrain | resolution | acc@1 | #param | FLOPs | download |
| :------------: | :------------------: | :--------: | :---: | :----: | :---: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------: | | :------------: | :------------------: | :--------: | :---: | :----: | :---: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-T | IN-1K | 224x224 | 83.5 | 30M | 5G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) | | InternImage-T | IN-1K | 224x224 | 83.5 | 30M | 5G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_t_1k_224) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) |
| InternImage-S | IN-1K | 224x224 | 84.2 | 50M | 8G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) | | InternImage-S | IN-1K | 224x224 | 84.2 | 50M | 8G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_s_1k_224) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) |
| InternImage-B | IN-1K | 224x224 | 84.9 | 97M | 16G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) | | InternImage-B | IN-1K | 224x224 | 84.9 | 97M | 16G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_b_1k_224) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) |
| InternImage-L | IN-22K | 384x384 | 87.7 | 223M | 108G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) | | InternImage-L | IN-22K | 384x384 | 87.7 | 223M | 108G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) |
| InternImage-XL | IN-22K | 384x384 | 88.0 | 335M | 163G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) | | InternImage-XL | IN-22K | 384x384 | 88.0 | 335M | 163G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) |
| InternImage-H | Joint 427M -> IN-22K | 640x640 | 89.6 | 1.08B | 1478G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) | | InternImage-H | Joint 427M -> IN-22K | 640x640 | 89.6 | 1.08B | 1478G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_22kto1k_640) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) |
| InternImage-G | Joint 427M -> IN-22K | 512x512 | 90.1 | 3B | 2700G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) | | InternImage-G | Joint 427M -> IN-22K | 512x512 | 90.1 | 3B | 2700G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_22kto1k_512) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) |
</div> </div>
...@@ -202,7 +202,7 @@ Some other projects related to InternImage include the pretraining algorithm "M3 ...@@ -202,7 +202,7 @@ Some other projects related to InternImage include the pretraining algorithm "M3
</details> </details>
<details> <details>
<summary> Main Results of FPS </summary> <summary> Main Results of FPS </summary>
<br> <br>
<div> <div>
...@@ -270,10 +270,11 @@ For more details on building custom ops, please referring to [this document](htt ...@@ -270,10 +270,11 @@ For more details on building custom ops, please referring to [this document](htt
If this work is helpful for your research, please consider citing the following BibTeX entry. If this work is helpful for your research, please consider citing the following BibTeX entry.
```bibtex ```bibtex
@article{wang2022internimage, @inproceedings{wang2023internimage,
title={InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions}, title={Internimage: Exploring large-scale vision foundation models with deformable convolutions},
author={Wang, Wenhai and Dai, Jifeng and Chen, Zhe and Huang, Zhenhang and Li, Zhiqi and Zhu, Xizhou and Hu, Xiaowei and Lu, Tong and Lu, Lewei and Li, Hongsheng and others}, author={Wang, Wenhai and Dai, Jifeng and Chen, Zhe and Huang, Zhenhang and Li, Zhiqi and Zhu, Xizhou and Hu, Xiaowei and Lu, Tong and Lu, Lewei and Li, Hongsheng and others},
journal={arXiv preprint arXiv:2211.05778}, booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
year={2022} pages={14408--14419},
year={2023}
} }
``` ```
README_CN.md
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...@@ -124,12 +124,12 @@ InternImage 是一个由上海人工智能实验室、清华大学等机构的 ...@@ -124,12 +124,12 @@ InternImage 是一个由上海人工智能实验室、清华大学等机构的
<br> <br>
<div> <div>
| name | pretrain | resolution | #param | download | | name | pretrain | resolution | #param | download |
| :------------: | :----------: | :--------: | :----: | :---------------------------------------------------------------------------------------------------: | | :------------: | :----------: | :--------: | :----: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-L | ImageNet-22K | 384x384 | 223M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) | | InternImage-L | ImageNet-22K | 384x384 | 223M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22k_384) |
| InternImage-XL | ImageNet-22K | 384x384 | 335M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) | | InternImage-XL | ImageNet-22K | 384x384 | 335M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22k_384) |
| InternImage-H | Joint 427M | 384x384 | 1.08B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) | | InternImage-H | Joint 427M | 384x384 | 1.08B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_jointto22k_384) |
| InternImage-G | Joint 427M | 384x384 | 3B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) | | InternImage-G | Joint 427M | 384x384 | 3B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_jointto22k_384) |
</div> </div>
...@@ -140,15 +140,15 @@ InternImage 是一个由上海人工智能实验室、清华大学等机构的 ...@@ -140,15 +140,15 @@ InternImage 是一个由上海人工智能实验室、清华大学等机构的
<br> <br>
<div> <div>
| name | pretrain | resolution | acc@1 | #param | FLOPs | download | | name | pretrain | resolution | acc@1 | #param | FLOPs | download |
| :------------: | :----------: | :--------: | :---: | :----: | :---: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------: | | :------------: | :----------: | :--------: | :---: | :----: | :---: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-T | ImageNet-1K | 224x224 | 83.5 | 30M | 5G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) | | InternImage-T | ImageNet-1K | 224x224 | 83.5 | 30M | 5G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_t_1k_224) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) |
| InternImage-S | ImageNet-1K | 224x224 | 84.2 | 50M | 8G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) | | InternImage-S | ImageNet-1K | 224x224 | 84.2 | 50M | 8G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_s_1k_224) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) |
| InternImage-B | ImageNet-1K | 224x224 | 84.9 | 97M | 16G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) | | InternImage-B | ImageNet-1K | 224x224 | 84.9 | 97M | 16G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_b_1k_224) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) |
| InternImage-L | ImageNet-22K | 384x384 | 87.7 | 223M | 108G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) | | InternImage-L | ImageNet-22K | 384x384 | 87.7 | 223M | 108G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) |
| InternImage-XL | ImageNet-22K | 384x384 | 88.0 | 335M | 163G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) | | InternImage-XL | ImageNet-22K | 384x384 | 88.0 | 335M | 163G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) |
| InternImage-H | Joint 427M | 640x640 | 89.6 | 1.08B | 1478G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) | | InternImage-H | Joint 427M | 640x640 | 89.6 | 1.08B | 1478G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_22kto1k_640) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) |
| InternImage-G | Joint 427M | 512x512 | 90.1 | 3B | 2700G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) | | InternImage-G | Joint 427M | 512x512 | 90.1 | 3B | 2700G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_22kto1k_512) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) |
</div> </div>
...@@ -269,10 +269,11 @@ pip install -e . ...@@ -269,10 +269,11 @@ pip install -e .
若这个工作对您的研究有帮助，请参考如下 BibTeX 对我们的工作进行引用。 若这个工作对您的研究有帮助，请参考如下 BibTeX 对我们的工作进行引用。
```bibtex ```bibtex
@article{wang2022internimage, @inproceedings{wang2023internimage,
title={InternImage: Exploring Large-Scale Vision Foundation Models with Deformable Convolutions}, title={Internimage: Exploring large-scale vision foundation models with deformable convolutions},
author={Wang, Wenhai and Dai, Jifeng and Chen, Zhe and Huang, Zhenhang and Li, Zhiqi and Zhu, Xizhou and Hu, Xiaowei and Lu, Tong and Lu, Lewei and Li, Hongsheng and others}, author={Wang, Wenhai and Dai, Jifeng and Chen, Zhe and Huang, Zhenhang and Li, Zhiqi and Zhu, Xizhou and Hu, Xiaowei and Lu, Tong and Lu, Lewei and Li, Hongsheng and others},
journal={arXiv preprint arXiv:2211.05778}, booktitle={Proceedings of the IEEE/CVF conference on computer vision and pattern recognition},
year={2022} pages={14408--14419},
year={2023}
} }
``` ```
classification/README.md
View file @ c7781d7b
...@@ -197,12 +197,12 @@ We provide the following ways to prepare data: ...@@ -197,12 +197,12 @@ We provide the following ways to prepare data:
<br> <br>
<div> <div>
| name | pretrain | resolution | #param | download | | name | pretrain | resolution | #param | download |
| :------------: | :------------------: | :--------: | :----: | :---------------------------------------------------------------------------------------------------: | | :------------: | :------------------: | :--------: | :----: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-L | IN-22K | 384x384 | 223M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) | | InternImage-L | IN-22K | 384x384 | 223M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22k_384) |
| InternImage-XL | IN-22K | 384x384 | 335M | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) | | InternImage-XL | IN-22K | 384x384 | 335M | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22k_192to384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22k_384) |
| InternImage-H | Joint 427M -> IN-22K | 384x384 | 1.08B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) | | InternImage-H | Joint 427M -> IN-22K | 384x384 | 1.08B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_jointto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_jointto22k_384) |
| InternImage-G | Joint 427M -> IN-22K | 384x384 | 3B | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) | | InternImage-G | Joint 427M -> IN-22K | 384x384 | 3B | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_pretrainto22k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_jointto22k_384) |
</div> </div>
...@@ -213,15 +213,15 @@ We provide the following ways to prepare data: ...@@ -213,15 +213,15 @@ We provide the following ways to prepare data:
<br> <br>
<div> <div>
| name | pretrain | resolution | acc@1 | #param | FLOPs | download | | name | pretrain | resolution | acc@1 | #param | FLOPs | download |
| :------------: | :------------------: | :--------: | :---: | :----: | :---: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | | :------------: | :------------------: | :--------: | :---: | :----: | :---: | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| InternImage-T | IN-1K | 224x224 | 83.5 | 30M | 5G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/internimage_t_1k_224.log) | | InternImage-T | IN-1K | 224x224 | 83.5 | 30M | 5G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_t_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_t_1k_224) \| [cfg](configs/without_lr_decay/internimage_t_1k_224.yaml) |
| InternImage-S | IN-1K | 224x224 | 84.2 | 50M | 8G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/internimage_s_1k_224.log) | | InternImage-S | IN-1K | 224x224 | 84.2 | 50M | 8G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_s_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_s_1k_224) \| [cfg](configs/without_lr_decay/internimage_s_1k_224.yaml) |
| InternImage-B | IN-1K | 224x224 | 84.9 | 97M | 16G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) \| [log](https://huggingface.co/OpenGVLab/InternImage/raw/main/internimage_b_1k_224.log) | | InternImage-B | IN-1K | 224x224 | 84.9 | 97M | 16G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_b_1k_224.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_b_1k_224) \| [cfg](configs/without_lr_decay/internimage_b_1k_224.yaml) |
| InternImage-L | IN-22K | 384x384 | 87.7 | 223M | 108G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) | | InternImage-L | IN-22K | 384x384 | 87.7 | 223M | 108G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_l_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_l_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_l_22kto1k_384.yaml) |
| InternImage-XL | IN-22K | 384x384 | 88.0 | 335M | 163G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) | | InternImage-XL | IN-22K | 384x384 | 88.0 | 335M | 163G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_xl_22kto1k_384.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_xl_22kto1k_384) \| [cfg](configs/without_lr_decay/internimage_xl_22kto1k_384.yaml) |
| InternImage-H | Joint 427M -> IN-22K | 640x640 | 89.6 | 1.08B | 1478G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) | | InternImage-H | Joint 427M -> IN-22K | 640x640 | 89.6 | 1.08B | 1478G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_h_22kto1k_640.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_h_22kto1k_640) \| [cfg](configs/without_lr_decay/internimage_h_22kto1k_640.yaml) |
| InternImage-G | Joint 427M -> IN-22K | 512x512 | 90.1 | 3B | 2700G | [ckpt](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) | | InternImage-G | Joint 427M -> IN-22K | 512x512 | 90.1 | 3B | 2700G | [pth](https://huggingface.co/OpenGVLab/InternImage/resolve/main/internimage_g_22kto1k_512.pth) \| [hf](https://huggingface.co/OpenGVLab/internimage_g_22kto1k_512) \| [cfg](configs/without_lr_decay/internimage_g_22kto1k_512.yaml) |
</div> </div>
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