|
--- |
|
library_name: BiRefNet |
|
tags: |
|
- background-removal |
|
- mask-generation |
|
- Image Matting |
|
- pytorch_model_hub_mixin |
|
- model_hub_mixin |
|
repo_url: https://github.com/ZhengPeng7/BiRefNet-portrait |
|
pipeline_tag: image-segmentation |
|
--- |
|
<h1 align="center">Bilateral Reference for High-Resolution Dichotomous Image Segmentation</h1> |
|
|
|
<div align='center'> |
|
<a href='https://scholar.google.com/citations?user=TZRzWOsAAAAJ' target='_blank'><strong>Peng Zheng</strong></a><sup> 1,4,5,6</sup>,  |
|
<a href='https://scholar.google.com/citations?user=0uPb8MMAAAAJ' target='_blank'><strong>Dehong Gao</strong></a><sup> 2</sup>,  |
|
<a href='https://scholar.google.com/citations?user=kakwJ5QAAAAJ' target='_blank'><strong>Deng-Ping Fan</strong></a><sup> 1*</sup>,  |
|
<a href='https://scholar.google.com/citations?user=9cMQrVsAAAAJ' target='_blank'><strong>Li Liu</strong></a><sup> 3</sup>,  |
|
<a href='https://scholar.google.com/citations?user=qQP6WXIAAAAJ' target='_blank'><strong>Jorma Laaksonen</strong></a><sup> 4</sup>,  |
|
<a href='https://scholar.google.com/citations?user=pw_0Z_UAAAAJ' target='_blank'><strong>Wanli Ouyang</strong></a><sup> 5</sup>,  |
|
<a href='https://scholar.google.com/citations?user=stFCYOAAAAAJ' target='_blank'><strong>Nicu Sebe</strong></a><sup> 6</sup> |
|
</div> |
|
|
|
<div align='center'> |
|
<sup>1 </sup>Nankai University  <sup>2 </sup>Northwestern Polytechnical University  <sup>3 </sup>National University of Defense Technology  <sup>4 </sup>Aalto University  <sup>5 </sup>Shanghai AI Laboratory  <sup>6 </sup>University of Trento  |
|
</div> |
|
|
|
<div align="center" style="display: flex; justify-content: center; flex-wrap: wrap;"> |
|
<a href='https://arxiv.org/pdf/2401.03407'><img src='https://img.shields.io/badge/arXiv-BiRefNet-red'></a>  |
|
<a href='https://drive.google.com/file/d/1aBnJ_R9lbnC2dm8dqD0-pzP2Cu-U1Xpt/view?usp=drive_link'><img src='https://img.shields.io/badge/中文版-BiRefNet-red'></a>  |
|
<a href='https://www.birefnet.top'><img src='https://img.shields.io/badge/Page-BiRefNet-red'></a>  |
|
<a href='https://drive.google.com/drive/folders/1s2Xe0cjq-2ctnJBR24563yMSCOu4CcxM'><img src='https://img.shields.io/badge/Drive-Stuff-green'></a>  |
|
<a href='LICENSE'><img src='https://img.shields.io/badge/License-MIT-yellow'></a>  |
|
<a href='https://huggingface.co/spaces/ZhengPeng7/BiRefNet_demo'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20HF%20Spaces-BiRefNet-blue'></a>  |
|
<a href='https://huggingface.co/ZhengPeng7/BiRefNet'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20HF%20Models-BiRefNet-blue'></a>  |
|
<a href='https://colab.research.google.com/drive/14Dqg7oeBkFEtchaHLNpig2BcdkZEogba?usp=drive_link'><img src='https://img.shields.io/badge/Single_Image_Inference-F9AB00?style=for-the-badge&logo=googlecolab&color=525252'></a>  |
|
<a href='https://colab.research.google.com/drive/1MaEiBfJ4xIaZZn0DqKrhydHB8X97hNXl#scrollTo=DJ4meUYjia6S'><img src='https://img.shields.io/badge/Inference_&_Evaluation-F9AB00?style=for-the-badge&logo=googlecolab&color=525252'></a>  |
|
</div> |
|
|
|
|
|
## This repo holds the official weights of BiRefNet for general matting. |
|
|
|
### Training Sets: |
|
+ P3M-10k (except TE-P3M-500-P) |
|
+ [TR-humans](https://huggingface.co/datasets/schirrmacher/humans) |
|
|
|
|
|
### Validation Sets: |
|
+ TE-P3M-500-P |
|
|
|
### Performance: |
|
| Dataset | Method | Smeasure | maxFm | meanEm | MAE | maxEm | meanFm | wFmeasure | adpEm | adpFm | HCE | |
|
| :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | |
|
| TE-P3M-500-P | BiRefNet-portrai--epoch_150 | .983 | .996 | .991 | .006 | .997 | .988 | .990 | .933 | .965 | .000 | |
|
|
|
|
|
**Check the main BiRefNet model repo for more info and how to use it:** |
|
https://huggingface.co/ZhengPeng7/BiRefNet/blob/main/README.md |
|
|
|
**Also check the GitHub repo of BiRefNet for all things you may want:** |
|
https://github.com/ZhengPeng7/BiRefNet |
|
|
|
## Acknowledgement: |
|
|
|
+ Many thanks to @fal for their generous support on GPU resources for training this BiRefNet for portrait matting. |
|
|
|
|
|
## Citation |
|
|
|
``` |
|
@article{zheng2024birefnet, |
|
title={Bilateral Reference for High-Resolution Dichotomous Image Segmentation}, |
|
author={Zheng, Peng and Gao, Dehong and Fan, Deng-Ping and Liu, Li and Laaksonen, Jorma and Ouyang, Wanli and Sebe, Nicu}, |
|
journal={CAAI Artificial Intelligence Research}, |
|
volume = {3}, |
|
pages = {9150038}, |
|
year={2024} |
|
} |
|
``` |
|
|
