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cff-version: 1.2.0 | ||
message: "If you use this software, please cite it as below." | ||
authors: | ||
- name: "MMPose Contributors" | ||
title: "OpenMMLab Pose Estimation Toolbox and Benchmark" | ||
date-released: 2020-08-31 | ||
url: "https://github.com/open-mmlab/mmpose" | ||
license: Apache-2.0 |
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BSD 2-Clause License | ||
Poseur for non-commercial purposes | ||
(For commercial use, contact [email protected] for obtaining a commerical license.) | ||
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Copyright (c) 2022, Advanced Intelligent Machines (AIM) | ||
Copyright (c) 2019 the authors | ||
All rights reserved. | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
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1. Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
* Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
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2. Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
* Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
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SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. |
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include requirements/*.txt | ||
include mmpose/.mim/model-index.yml | ||
recursive-include mmpose/.mim/configs *.py *.yml | ||
recursive-include mmpose/.mim/tools *.py *.sh | ||
recursive-include mmpose/.mim/demo *.py |
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# Poseur: Direct Human Pose Regression with Transformers | ||
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> [**Poseur: Direct Human Pose Regression with Transformers**](https://arxiv.org/pdf/2201.07412.pdf), | ||
> Weian Mao\*, Yongtao Ge\*, Chunhua Shen, Zhi Tian, Xinlong Wang, Zhibin Wang, Anton van den Hengel | ||
> In: European Conference on Computer Vision (ECCV), 2022 | ||
> *arXiv preprint ([arXiv 2201.07412](https://arxiv.org/pdf/2201.07412))* | ||
> (\* equal contribution) | ||
# Introduction | ||
This is a preview for Poseur, which currently including Poseur with R-50 backbone for both training and inference. More models with various backbones will be released soon. This project is bulit upon [MMPose](https://github.com/open-mmlab/mmpose) with commit ID [eeebc652842a9724259ed345c00112641d8ee06d](https://github.com/open-mmlab/mmpose/commit/eeebc652842a9724259ed345c00112641d8ee06d). | ||
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# Installation & Quick Start | ||
First, follow the [MMPose instruction](mmpose_README.md) to install the project and set up the datasets (MS-COCO). | ||
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For training on COCO, run: | ||
``` | ||
./tools/dist_train.sh \ | ||
configs/body/2d_kpt_sview_rgb_img/poseur/coco/poseur_r50_coco_256x192.py 8 \ | ||
--work-dir work_dirs/poseur_r50_coco_256x192 | ||
``` | ||
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For evaluation on COCO, run the following command lines: | ||
``` | ||
wget https://cloudstor.aarnet.edu.au/plus/s/UXr1Dn9w6ja4fM9/download -O poseur_256x192_r50_6dec_coco.pth | ||
./tools/dist_test.sh configs/body/2d_kpt_sview_rgb_img/poseur/coco/poseur_r50_coco_256x192.py \ | ||
poseur_256x192_r50_6dec_coco.pth 4 \ | ||
--eval mAP \ | ||
--cfg-options model.filp_fuse_type=\'type2\' | ||
``` | ||
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## Models | ||
### COCO Keypoint Detection Results | ||
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Name | AP | AP.5| AP.75 |download | ||
--- |:---:|:---:|:---:|:---: | ||
[Poseur_R50_COCO_256x192](configs/body/2d_kpt_sview_rgb_img/poseur/coco/poseur_r50_coco_256x192.py)| 75.5 | 90.7 |82.6 | [model](https://cloudstor.aarnet.edu.au/plus/s/chF3VKQT4RDoEqC/download) | ||
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*Disclaimer:* | ||
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- Due to the update of MMPose, the result of R50 is slightly higher than our original paper. | ||
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# Citations | ||
Please consider citing our papers in your publications if the project helps your research. BibTeX reference is as follows. | ||
```BibTeX | ||
@article{mao2022poseur, | ||
title={Poseur: Direct human pose regression with transformers}, | ||
author={Mao, Weian and Ge, Yongtao and Shen, Chunhua and Tian, Zhi and Wang, Xinlong and Wang, Zhibin and Hengel, Anton van den}, | ||
journal={arXiv preprint arXiv:2201.07412}, | ||
year={2022} | ||
} | ||
``` | ||
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## License | ||
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For academic use, this project is licensed under the 2-clause BSD License. For commercial use, please contact [Chunhua Shen](mailto:[email protected]). |
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