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---
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library_name: birefnet
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tags:
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- Anime Segmentation
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- background-removal
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- mask-generation
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- Dichotomous Image Segmentation
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- Salient Object Detection
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- pytorch_model_hub_mixin
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- model_hub_mixin
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- transformers
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- transformers.js
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repo_url: https://github.com/ZhengPeng7/BiRefNet
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pipeline_tag: image-segmentation
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license: mit
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---
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<h1 align="center">Bilateral Reference for High-Resolution Dichotomous Image Segmentation</h1>
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<div align='center'>
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<a href='https://scholar.google.com/citations?user=TZRzWOsAAAAJ' target='_blank'><strong>Peng Zheng</strong></a><sup> 1,4,5,6</sup>, 
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<a href='https://scholar.google.com/citations?user=0uPb8MMAAAAJ' target='_blank'><strong>Dehong Gao</strong></a><sup> 2</sup>, 
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<a href='https://scholar.google.com/citations?user=kakwJ5QAAAAJ' target='_blank'><strong>Deng-Ping Fan</strong></a><sup> 1*</sup>, 
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<a href='https://scholar.google.com/citations?user=9cMQrVsAAAAJ' target='_blank'><strong>Li Liu</strong></a><sup> 3</sup>, 
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<a href='https://scholar.google.com/citations?user=qQP6WXIAAAAJ' target='_blank'><strong>Jorma Laaksonen</strong></a><sup> 4</sup>, 
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<a href='https://scholar.google.com/citations?user=pw_0Z_UAAAAJ' target='_blank'><strong>Wanli Ouyang</strong></a><sup> 5</sup>, 
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<a href='https://scholar.google.com/citations?user=stFCYOAAAAAJ' target='_blank'><strong>Nicu Sebe</strong></a><sup> 6</sup>
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</div>
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<div align='center'>
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<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 
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</div>
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<div align="center" style="display: flex; justify-content: center; flex-wrap: wrap;">
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<a href='https://arxiv.org/pdf/2401.03407'><img src='https://img.shields.io/badge/arXiv-BiRefNet-red'></a> 
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<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> 
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<a href='https://www.birefnet.top'><img src='https://img.shields.io/badge/Page-BiRefNet-red'></a> 
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<a href='https://drive.google.com/drive/folders/1s2Xe0cjq-2ctnJBR24563yMSCOu4CcxM'><img src='https://img.shields.io/badge/Drive-Stuff-green'></a> 
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<a href='LICENSE'><img src='https://img.shields.io/badge/License-MIT-yellow'></a> 
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<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> 
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<a href='https://huggingface.co/ZhengPeng7/BiRefNet'><img src='https://img.shields.io/badge/%F0%9F%A4%97%20HF%20Models-BiRefNet-blue'></a> 
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<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> 
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<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> 
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</div>
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## This repo holds the official weights of BiRefNet for general matting.
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### Training Sets:
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+ TR-composited-ani-seg_HR, a composited datasets with `fg` and `bg` in the https://huggingface.co/datasets/skytnt/anime-segmentation.
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### Validation Sets:
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+ TE-composited-ani-seg_HR
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### Performance:
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| Dataset | Method | Smeasure | maxFm | meanEm | MSE | maxEm | meanFm | wFmeasure | adpEm | adpFm | HCE | mBA | maxBIoU | meanBIoU |
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| :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: | :------: |
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| TE-composited-ani-seg_HR | BiRefNet_lite-anime--epoch_30 | .987 | .997 | .992 | .002 | .998 | .990 | .992 | .991 | .993 | .000 | .924 | .959 | .932 |
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**Check the main BiRefNet_lite model repo for more info and how to use it:**
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https://huggingface.co/ZhengPeng7/BiRefNet_lite/blob/main/README.md
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**Also check the GitHub repo of BiRefNet for all things you may want:**
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https://github.com/ZhengPeng7/BiRefNet
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## Citation
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```
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@article{zheng2024birefnet,
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title={Bilateral Reference for High-Resolution Dichotomous Image Segmentation},
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author={Zheng, Peng and Gao, Dehong and Fan, Deng-Ping and Liu, Li and Laaksonen, Jorma and Ouyang, Wanli and Sebe, Nicu},
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journal={CAAI Artificial Intelligence Research},
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volume = {3},
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pages = {9150038},
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year={2024}
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}
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``` |
