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8 changes: 8 additions & 0 deletions CITATION.cff
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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
17 changes: 9 additions & 8 deletions LICENSE
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BSD 2-Clause License
Poseur for non-commercial purposes
(For commercial use, contact [email protected] for obtaining a commerical license.)

Copyright (c) 2022, Advanced Intelligent Machines (AIM)
Copyright (c) 2019 the authors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

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.

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.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
Expand All @@ -22,4 +23,4 @@ DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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.
5 changes: 5 additions & 0 deletions MANIFEST.in
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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
57 changes: 57 additions & 0 deletions README.md
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# Poseur: Direct Human Pose Regression with Transformers


> [**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).

# Installation & Quick Start
First, follow the [MMPose instruction](mmpose_README.md) to install the project and set up the datasets (MS-COCO).

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
```

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\'
```

## Models
### COCO Keypoint Detection Results

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)


*Disclaimer:*

- Due to the update of MMPose, the result of R50 is slightly higher than our original paper.

# 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}
}
```

## License

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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