UNIC-Adapter

6
1 language
license:mit
by
AIDC-AI
Image Model
OTHER
2412.18928B params
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Edge AI:
Mobile
Laptop
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5392GB+ RAM
Mobile
Laptop
Server
Quick Summary

UNIC-Adapter: Unified Image-Instruction Adapter for Multimodal Image Generation [](https://arxiv.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
2247GB+ RAM

Code Examples

Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}
Citationbibtex
@inproceedings{duan2025unic,
  title={UNIC-Adapter: Unified Image-instruction Adapter with Multi-modal Transformer for Image Generation},
  author={Duan, Lunhao and Zhao, Shanshan and Yan, Wenjun and Li, Yinglun and Chen, Qing-Guo and Xu, Zhao and Luo, Weihua and Zhang, Kaifu and Gong, Mingming and Xia, Gui-Song},
  booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
  pages={7963--7973},
  year={2025}
}

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