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- ---
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- license: apache-2.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ pipeline_tag: image-to-image
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+ license: apache-2.0
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+ ---
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+
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+ # 📚 Introduction
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+ Lumina-mGPT 2.0 is a stand-alone, decoder-only autoregressive model, **trained from scratch**, that unifies a broad spectrum of image generation tasks, including **text-to-image generation, image pair generation, subject-driven generation, multi-turn image editing, controllable generation, and dense prediction**.
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+ <img src="./assets/diag.png" width="100%"/>
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+
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+ # 🚀 Usage
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+ We provide the implementation of Lumina-mGPT 2.0, as well as sampling code, visit our [GitHub](https://github.com/Alpha-VLLM/Lumina-mGPT-2.0).
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+
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+ # 📽️ Demo Examples
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+ <details open>
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+ <summary>Qualitative Performance</summary>
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+ <img src="./assets/qualitative.jpg" width="100%"/>
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+ </details>
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+
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+ <details open>
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+ <summary>Comparison with Lumina-mGPT and Janus Pro</summary>
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+ <img src="./assets/comparison.png" width="100%"/>
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+ </details>
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+
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+ # 📖 Citation
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+
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+ If you find the provided code or models useful for your research, consider citing them as:
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+
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+ ```bib
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+ @article{xin2025lumina,
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+ title={Lumina-mGPT 2.0: Stand-Alone AutoRegressive Image Modeling},
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+ author={Xin, Yi and Yan, Juncheng and Qin, Qi and Li, Zhen and Liu, Dongyang and Li, Shicheng and Huang, Victor Shea-Jay and Zhou, Yupeng and Zhang, Renrui and Zhuo, Le and others},
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+ journal={arXiv preprint arXiv:2507.17801},
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+ year={2025}
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+ }
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+ ```