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+ ---
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+ license: apache-2.0
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+ language: en
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+ tags:
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+ - layer decomposition
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+ - image segmentation
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+ - image matting
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+ - design
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+ pipeline_tag: image-segmentation
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+ ---
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+
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+ ## LayerD BiRefNet Matting Module
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+
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+ This repository contains the code and model weights for the matting module in [LayerD [ICCV'25]](https://arxiv.org/abs/), a layer decomposition framework for graphic design images.
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+ The model in this repository is intended to be used as a part of the original [LayerD github repository](https://github.com/CyberAgentAILab/LayerD).
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+ Please visit https://github.com/CyberAgentAILab/LayerD for more information.
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+
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+ The model architecture code is based on the [BiRefNet repository](https://huggingface.co/ZhengPeng7/BiRefNet). We thank the authors for releasing their high-quality matting model.
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+
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+ ### Usage
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+
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+ This repository is intended for use with LayerD, so we recommend following the instructions in the [LayerD repository](https://github.com/CyberAgentAILab/LayerD).
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+
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+ For reference, the original LayerD uses this model as follows:
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+
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+ ```python
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+ from transformers import AutoModelForImageSegmentation
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+ birefnet = AutoModelForImageSegmentation.from_pretrained('cyberagent/layerd-birefnet', trust_remote_code=True)
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+ ```
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+
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+ ### License
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+
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+ This repository is released under the Apache-2.0 license, the same as [the LayerD repository](https://github.com/CyberAgentAILab/LayerD/blob/main/LICENSE).
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+ The original BiRefNet is released under the [MIT license](https://huggingface.co/ZhengPeng7/BiRefNet/blob/main/README.md).
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+
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+ ### Citation
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+
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+ ```bibtex
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+ @inproceedings{suzuki2025layerd,
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+ title={LayerD: Decomposing Raster Graphic Designs into Layers},
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+ author={Suzuki, Tomoyuki and Liu, Kang-Jun and Inoue, Naoto and Yamaguchi, Kota},
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+ booktitle={ICCV},
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+ year={2025}
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+ }
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+ ```