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README.md
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---
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license: cc-by-4.0
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---
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license: cc-by-4.0
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language:
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- en
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pipeline_tag: image-segmentation
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library_name: zim-anything
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tags:
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- matting
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- segmentation
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- segment anything
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- zero-shot matting
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---
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# ZIM-Anything-ViTB
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## Introduction
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Zero-Shot Image Matting
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## Installation
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```bash
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pip install zim_anything
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```
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or
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```bash
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git clone https://github.com/naver-ai/ZIM.git
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cd ZIM; pip install -e .
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```
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## Usage
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Download the [model](https://huggingface.co/depth-anything/Depth-Anything-V2-Large/resolve/main/depth_anything_v2_vitl.pth?download=true) first and put it under the `results` directory.
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```python
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from zim_anything import zim_model_registry, ZimPredictor
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backbone = "vit_b"
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ckpt_p = "results/zim_vit_b_2043"
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model = zim_model_registry[backbone](checkpoint=ckpt_p)
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if torch.cuda.is_available():
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model.cuda()
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predictor = ZimPredictor(model)
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predictor.set_image(<image>)
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masks, _, _ = predictor.predict(<input_prompts>)
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```
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## Citation
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If you find this project useful, please consider citing:
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```bibtex
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@article{kim2024zim,
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title={ZIM: Zero-Shot Image Matting for Anything},
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author={Kim, Beomyoung and Shin, Chanyong and Jeong, Joonhyun and Jung, Hyungsik and Lee, Se-Yun and Chun, Sewhan and Hwang, Dong-Hyun and Yu, Joonsang},
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journal={arXiv preprint arXiv:2411.00626},
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year={2024}
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}
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