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license: mit
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---
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license: mit
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---
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<h1 align="center">Insert Anything</h2>
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<p align="center">
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<a href="https://song-wensong.github.io/"><strong>Wensong Song</strong></a>
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路
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<a href="https://openreview.net/profile?id=~Hong_Jiang4"><strong>Hong Jinag</strong></a>
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路
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<a href="https://z-x-yang.github.io/"><strong>Zongxing Yang</strong></a>
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路
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<a href="https://scholar.google.com/citations?user=WKLRPsAAAAAJ&hl=en"><strong>Ruijie Quan</strong></a>
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路
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<a href="https://scholar.google.com/citations?user=RMSuNFwAAAAJ&hl=en"><strong>Yi Yang</strong></a>
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<br>
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<br>
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<a href="https://arxiv.org/pdf/2504.15009" style="display: inline-block; margin-right: 10px;">
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<img src='https://img.shields.io/badge/arXiv-InsertAnything-red?color=%23aa1a1a' alt='Paper PDF'>
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</a>
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<a href='https://song-wensong.github.io/insert-anything/' style="display: inline-block; margin-right: 10px;">
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<img src='https://img.shields.io/badge/Project%20Page-InsertAnything-cyan?logoColor=%23FFD21E&color=%23cbe6f2' alt='Project Page'>
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</a>
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<a href='https://github.com/song-wensong/insert-anything' style="display: inline-block;">
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<img src='https://img.shields.io/badge/GitHub-InsertAnything-black?logoColor=23FFD21E&color=%231d2125'>
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</a>
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<br>
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<b>Zhejiang University | Harvard University | Nanyang Technological University </b>
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</p>
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## News
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* **[2025.4.22]** Release **AnyInsertion** dataset on [HuggingFace](https://huggingface.co/spaces/xichenhku/AnyDoor-online).
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* **[2025.4.22]** Support online demo on [HuggingFace](https://huggingface.co/spaces/xichenhku/AnyDoor-online).
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* **[2025.4.22]** Release inference & demo code on [GitHub](https://github.com/song-wensong/insert-anything), and mask-prompt pretrained checkpoint.
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## Model Introduction
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The currently released checkpoint is 20250321_steps5000_pytorch_lora_weights.safetensors, which is for mask-prompt image insertion. Future versions of the checkpoints will be released as updates.
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## Citation
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```
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@misc{song2025insertanythingimageinsertion,
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title={Insert Anything: Image Insertion via In-Context Editing in DiT},
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author={Wensong Song and Hong Jiang and Zongxing Yang and Ruijie Quan and Yi Yang},
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year={2025},
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eprint={2504.15009},
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archivePrefix={arXiv},
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2504.15009},
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}
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```
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