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README.md
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---
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library_name: diffusers
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license: cc-by-nc-2.0
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base_model:
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- black-forest-labs/FLUX.1-Fill-dev
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pipeline_tag: image-to-image
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tags:
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- tryon
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- vto
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---
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# Model Card for CAT-Tryoff-Flux
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CAT-Tryoff-Flux is an advanced tryoff model. It used the same method of (CATVTON-FLUX)[https://huggingface.co/xiaozaa/catvton-flux-alpha]. This model can extract and reconstruct the front view of clothing items from images of people wearing them.
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## Model Details
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### Model Description
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<!-- Provide a longer summary of what this model is. -->
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- **Developed by:** [X/Twitter:Black Magic An](https://x.com/MrsZaaa)
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### Model Sources [optional]
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<!-- Provide the basic links for the model. -->
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- **Repository:** [github](https://github.com/nftblackmagic/catvton-flux)
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## Uses
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The model is designed for virtual try-off applications, allowing users to visualize how different garments would look on a person. It can be used directly through command-line interface with the following parameters:
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Input person image
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Person mask
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Garment image
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Random seed (optional)
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## How to Get Started with the Model
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```
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transformer = FluxTransformer2DModel.from_pretrained(
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"xiaozaa/cat-tryoff-flux",
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torch_dtype=torch.bfloat16
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)
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pipe = FluxFillPipeline.from_pretrained(
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"black-forest-labs/FLUX.1-dev",
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transformer=transformer,
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torch_dtype=torch.bfloat16
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).to("cuda")
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```
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## Training Details
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### Training Data
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VITON-HD dataset
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### Training Procedure
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Finetuning Flux1-dev-fill
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## Evaluation
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#### Summary
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**BibTeX:**
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```
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@misc{chong2024catvtonconcatenationneedvirtual,
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title={CatVTON: Concatenation Is All You Need for Virtual Try-On with Diffusion Models},
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author={Zheng Chong and Xiao Dong and Haoxiang Li and Shiyue Zhang and Wenqing Zhang and Xujie Zhang and Hanqing Zhao and Xiaodan Liang},
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year={2024},
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eprint={2407.15886},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2407.15886},
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}
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@article{lhhuang2024iclora,
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title={In-Context LoRA for Diffusion Transformers},
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author={Huang, Lianghua and Wang, Wei and Wu, Zhi-Fan and Shi, Yupeng and Dou, Huanzhang and Liang, Chen and Feng, Yutong and Liu, Yu and Zhou, Jingren},
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journal={arXiv preprint arxiv:2410.23775},
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year={2024}
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}
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```
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