Text-to-Video
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  <p align="center">
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  <h2 align="center"><i>StoryMem</i>: Multi-shot Long Video Storytelling with Memory</h1>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  <div align="center">
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  <img src="./assets/teaser.png", width="800">
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  To improve consistency, it would be better to provide
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  more explicit character descriptions in each shot prompt, helping the model match the intended memory.
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  <p align="center">
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  <h2 align="center"><i>StoryMem</i>: Multi-shot Long Video Storytelling with Memory</h1>
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+ <p align="center">
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+ <span class="author-block">
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+ <a href="https://kevin-thu.github.io/homepage/" target="_blank">Kaiwen Zhang</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://liming-jiang.com/" target="_blank">Liming Jiang</a><sup>✝</sup>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://angtianwang.github.io/" target="_blank">Angtian Wang</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://www.jacobzhiyuanfang.me/" target="_blank">Jacob Zhiyuan Fang</a>,
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+ </span><br>
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+ <span class="author-block">
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+ <a href="https://tiancheng-zhi.github.io/" target="_blank">Tiancheng Zhi</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://scholar.google.com/citations?user=0TIYjPAAAAAJ&hl=en" target="_blank">Qing Yan</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://scholar.google.com/citations?user=VeTCSyEAAAAJ" target="_blank">Hao Kang</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://scholar.google.com/citations?user=mFC0wp8AAAAJ&hl=en" target="_blank">Xin Lu</a>,
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+ </span>
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+ <span class="author-block">
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+ <a href="https://xingangpan.github.io/" target="_blank">Xingang Pan</a><sup>§</sup>
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+ </p>
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+
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+ <p align="center">
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+ <sep>✝</sep>Project Lead &nbsp;
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+ <sep>§</sep>Corresponding Author
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+ </p>
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+
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+ <p align="center">
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+ <a href="https://arxiv.org/abs/2512.19539"><img alt='arXiv' src="https://img.shields.io/badge/arXiv-2512.19539-b31b1b.svg"></a>
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+ <a href="https://kevin-thu.github.io/StoryMem/"><img alt='page' src="https://img.shields.io/badge/Project-Website-orange"></a>
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+ <a href="https://huggingface.co/Kevin-thu/StoryMem"><img alt="Huggingface" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Model-orange"></a>
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+ <!-- <a href="https://twitter.com/sze68zkw"><img alt='Twitter' src="https://img.shields.io/twitter/follow/sze68zkw?label=%40KaiwenZhang"></a> -->
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+ </p>
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  <div align="center">
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  <img src="./assets/teaser.png", width="800">
 
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  To improve consistency, it would be better to provide
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  more explicit character descriptions in each shot prompt, helping the model match the intended memory.
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+ ## ❤️ Ackowledgement
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+ Our implementation is based on [Wan2.2](https://github.com/Wan-Video/Wan2.2/tree/main). Thanks for the great open-source work!
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+
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+ ## 📌 Citation
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+ If any part of our paper or code is helpful to your research, please consider citing our work 📝 and give us a star ⭐. Thanks for your support!
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+ ```bibtex
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+ @article{zhang2025storymem,
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+ title={{StoryMem}: Multi-shot Long Video Storytelling with Memory},
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+ author={Zhang, Kaiwen and Jiang, Liming and Wang, Angtian and Fang, Jacob Zhiyuan and Zhi, Tiancheng and Yan, Qing and Kang, Hao and Lu, Xin and Pan, Xingang},
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+ journal={arXiv preprint},
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+ volume={arXiv:2512.19539},
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+ year={2025}
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+ }
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+ ```