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Linfeng-Tang/README.md

Hi there, I'm Linfeng Tang (唐霖峰) 👋

Postdoctoral Researcher @ Wuhan University, School of Robotics

Research Interests: Multi-modal Image Fusion, Image Enhancement, Visual-Semantic Understanding

Website

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🔭 About Me

I am currently a Postdoctoral Researcher at the School of Robotics, Wuhan University. My research interests include Multi-modal Image Fusion, Image Enhancement, and Visual-Semantic Understanding.

Main Research Topics:

  • Information Fusion (Multi-modal Image Fusion, Video Fusion)
  • Image Enhancement (Low-light Enhancement)
  • Visual-Semantic Understanding

🔥 Latest News


📝 Selected Publications

For a full list, please visit my Personal Homepage.

2026 & 2025

  • VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion
    Linfeng Tang, Yeda Wang, Meiqi Gong, Zizhuo Li, Yuxin Deng, Xunpeng Yi, Chunyu Li, Han Xu, Hao Zhang, Jiayi Ma
    Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
    Paper Code

  • Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion
    Linfeng Tang, Chunyu Li, Jiayi Ma
    IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 48, no. 1, pp. 591-608, Jan. 2026.
    Paper Code

  • ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts
    Linfeng Tang, Yeda Wang, Zhanchuan Cai, Junjun Jiang, Jiayi Ma
    Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025 (Oral, 前0.36%).
    Paper Code

  • C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning
    Linfeng Tang, Qinglong Yan, Xinyu Xiang, Leyuan Fang, Jiayi Ma
    International Journal of Computer Vision (IJCV), vol. 133, pp. 5262-5280, 2025.
    Paper Code

Highlights (Awarded 🏆 / ESI Highly Cited 🔥)

  • 🏆 SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer
    Jiayi Ma, Linfeng Tang, et al.
    IEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 2022.
    (Hsue-shen Tsien Paper Award 2023, ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🏆 Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network
    Linfeng Tang, Jiteng Yuan, Jiayi Ma
    Information Fusion 2022.
    (Best Paper Award 2024, ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🔥 PIAFusion: A progressive infrared and visible image fusion network based on illumination aware
    Linfeng Tang, Jiteng Yuan, Hao Zhang, Xingyu Jiang, Jiayi Ma
    Information Fusion 2022. (ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🔥 STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection
    Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, Guobao Xiao
    IEEE Transactions on Instrumentation and Measurement (IEEE TIM), 2021. (ESI Highly Cited Paper)
    Paper Code Citations

  • 🔥 DIVFusion: Darkness-free infrared and visible image fusion
    Linfeng Tang, Xinyu Xiang, Hao Zhang, Meiqi Gong, Jiayi Ma
    Information Fusion 2023. (ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🔥 SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness
    Linfeng Tang, Yuxin Deng, Yong Ma, Jun Huang, Jiayi Ma
    IEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 2022. (ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🔥 Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity
    Linfeng Tang, Hao Zhang, Han Xu, Jiayi Ma
    Information Fusion 2023. (ESI Hot & Highly Cited Paper)
    Paper Code Citations

  • 🏆 基于深度学习的图像融合方法综述
    唐霖峰, 张浩, 徐涵, 马佳义
    中国图象图形学报 (JIG), 2023.
    (空天信息科技期刊高影响力论文, 中国图象图形学报2020-2024优秀论文, 中国图象图形学报2024年度优秀论文, 中国图象图形学报学术论坛优秀报告成果)
    Paper Code Citations

  • DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior
    Linfeng Tang, Yuxin Deng, Xunpeng Yi, Qinglong Yan, Yixuan Yuan, Jiayi Ma
    Proceedings of the ACM International Conference on Multimedia (ACM MM), 2024. (CCF-A)
    Paper Code


⚡ Full List of Publications (1-16)
  1. Linfeng Tang, Chunyu Li, and Jiayi Ma. "Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion", IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), vol. 48, no. 1, pp. 591-608, Jan. 2026.【Paper】【Code
  2. Linfeng Tang, Yeda Wang, Zhanchuan Cai, Junjun Jiang, and Jiayi Ma. "ControlFusion: A Controllable Image Fusion Network with Language-Vision Degradation Prompts", in Advances in Neural Information Processing Systems (NeurIPS), Dec. 2025 (Oral, Acceptance rate: 0.36%).【Paper】【Code
  3. Linfeng Tang, Yeda Wang, Meiqi Gong, Zizhuo Li, Yuxin Deng, Xunpeng Yi, Chunyu Li, Han Xu, Hao Zhang, and Jiayi Ma. “VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion,” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026. 【Paper】【Code
  4. Linfeng Tang, Qinglong Yan, Xinyu Xiang, Leyuan Fang, and Jiayi Ma. "C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning", International Journal of Computer Vision (IJCV), vol. 133, pp. 5262-5280, 2025. 【Paper】 【Code
  5. Linfeng Tang, Jiteng Yuan, and Jiayi Ma. "Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network", Information Fusion, 82, pp. 28-42, 2022. (Information Fusion Best Paper Award 2024 (最佳论文奖), ESI Hot & Highly Cited Paper)【Paper】【Code
  6. Jiayi Ma, Linfeng Tang, Fan Fan, Jun Huang, Xiaoguang Mei, and Yong Ma. "SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer", IEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 9(7), pp. 1200-1217, 2022. (Hsue-shen Tsien Paper Award 2023 (钱学森论文奖,IEEE/CAA JAS最佳论文奖), ESI Hot & Highly Cited Paper)【Paper】【Code
  7. Linfeng Tang, Yuxin Deng, Yong Ma, Jun Huang, and Jiayi Ma. "SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness", IEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 9(12), pp. 2121-2137, 2022. (ESI Hot & Highly Cited Paper).【Paper】【Code
  8. Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma. "Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity", Information Fusion, 99, pp. 101870, 2023. (ESI Hot & Highly Cited Paper)【Paper】 【Code
  9. Linfeng Tang, Yuxin Deng, Xunpeng Yi, Qinglong Yan, Yixuan Yuan, and Jiayi Ma. "DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior", in Proceedings of the ACM International Conference on Multimedia (ACM MM), Nov. 2024.【Paper】【Code
  10. Linfeng Tang, Xinyu Xiang, Hao Zhang, Meiqi Gong, and Jiayi Ma. "DIVFusion: Darkness-free infrared and visible image fusion", Information Fusion, 91, pp. 477-493, 2023. (ESI Hot & Highly Cited Paper)【Paper】 【Code
  11. Linfeng Tang, Jiteng Yuan, Hao Zhang, Xingyu Jiang, and Jiayi Ma. "PIAFusion: A progressive infrared and visible image fusion network based on illumination aware", Information Fusion, 83-84, pp. 79-92, 2022. (ESI Hot & Highly Cited Paper)【Paper】【Code
  12. Linfeng Tang, Jiayi Ma, Hao Zhang, and Xiaojie Guo. "DRLIE: Flexible Low-light Image Enhancement via Disentangled Representations", IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS), 35(2), pp. 2694-2707, 2024.【Paper】【Code
  13. Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, and Guobao Xiao. "STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection", IEEE Transactions on Instrumentation and Measurement (IEEE TIM), 70, pp. 5009513, 2021.(ESI Highly Cited Paper)【Paper】 【Code
  14. Meilong Xu, Linfeng Tang, Hao Zhang, and Jiayi Ma. "Infrared and visible image fusion via parallel scene and texture learning", Pattern Recognition (PR), 132, pp. 108929, 2022.【Paper】【Code
  15. Linfeng Tang, Ziang Chen, Jun Huang, and Jiayi Ma. "CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping", IEEE Transactions on Multimedia (IEEE TMM), 26, pp. 4776-4791, 2024.【Paper】【Code
  16. 唐霖峰, 张浩, 徐涵, 马佳义. 基于深度学习的图像融合方法综述. 中国图象图形学报 (JIG), 28(1), pp. 3-36, 2023. (空天信息科技期刊高影响力论文, 中国图象图形学报2020-2024优秀论文, 中国图象图形学报2024年度优秀论文, 中国图象图形学报优秀成果报告)【Paper】【Code

📚 BibTeX (Click to copy)
@inproceedings{Tang2026VideoFusion,
  title={VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion},
  author={Tang, Linfeng and Wang, Yeda and Gong, Meiqi and Li, Zizhuo and Deng, Yuxin and Yi, Xunpeng and Li, Chunyu and Xu, Han and Zhang, Hao and Ma, Jiayi},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year={2026}
}

@article{Tang2025DSPFusion,
  title={DSPFusion: Image Fusion via Degradation and Semantic Dual-Prior Guidance},
  author={Tang, Linfeng and Li, Chunyu and Wang, Guoqing and Yuan, Yixuan and Ma, Jiayi},
  journal={arXiv preprint arXiv:2503.23355},
  year={2025}
}

@article{Tang2026Mask-DiFuser,
  author={Tang, Linfeng and Li, Chunyu and Ma, Jiayi},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion}, 
  year={2026},
  volume={48},
  number={1},
  pages={591--608},
}

@inproceedings{Tang2025ControlFusion,
  title={ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts},
  author={Tang, Linfeng and Wang, Yeda and Cai, Zhanchuan and Jiang, Junjun and Ma, Jiayi},
  booktitle={Advances in Neural Information Processing Systems},
  year={2025}
}

@article{Tang2024C2RF,
  title={C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning}, 
  author={Tang, Linfeng and Yan, Qinglong and Xiang, Xinyu and Fang, Leyuan and Ma, Jiayi},
  journal={International Journal of Computer Vision}, 
  pages={5262--5280},
  volume={133},
  year={2025},
}

@inproceedings{Tang2024DRMF,
  title={DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior},
  author={Tang, Linfeng and Deng, Yuxin and Yi, Xunpeng and Yan, Qinglong and Yuan, Yixuan and Ma, Jiayi},
  booktitle={Proceedings of the ACM International Conference on Multimedia},
  pages={8546--8555},
  year={2024}
}

@article{Tang2024CAMF,
  title={CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping}, 
  author={Tang, Linfeng and Chen, Ziang and Huang, Jun and Ma, Jiayi},
  journal={IEEE Transactions on Multimedia}, 
  year={2024},
  volume={26},
  pages={4776-4791},
  publisher={IEEE}
}

@article{Ma2022SwinFusion,
  title={SwinFusion: Cross-domain long-range learning for general image fusion via swin transformer},
  author={Ma, Jiayi and Tang, Linfeng and Fan, Fan and Huang, Jun and Mei, Xiaoguang and Ma, Yong},
  journal={IEEE/CAA Journal of Automatica Sinica},
  volume={9},
  number={7},
  pages={1200--1217},
  year={2022},
  publisher={IEEE}
}

@article{Tang2022SeAFusion,
  title={Image fusion in the loop of high-level vision tasks: A semantic-aware real-time infrared and visible image fusion network},
  author={Tang, Linfeng and Yuan, Jiteng and Ma, Jiayi},
  journal={Information Fusion},
  volume={82},
  pages={28--42},
  year={2022},
  publisher={Elsevier}
}

@article{Tang2022SuperFusion,
  title={SuperFusion: A versatile image registration and fusion network with semantic awareness},
  author={Tang, Linfeng and Deng, Yuxin and Ma, Yong and Huang, Jun and Ma, Jiayi},
  journal={IEEE/CAA Journal of Automatica Sinica},
  volume={9},
  number={12},
  pages={2121--2137},
  year={2022},
  publisher={IEEE}
}

@article{Tang2023DIVFusion,
  title={DIVFusion: Darkness-free infrared and visible image fusion},
  author={Tang, Linfeng and Xiang, Xinyu and Zhang, Hao and Gong, Meiqi and Ma, Jiayi},
  journal={Infusion Fusion},
  volume={91},
  pages={477--493},
  year={2023},
  publisher={Elsevier}
}

@article{Tang2023PSFusion,
  title={Rethinking the necessity of image fusion in high-level vision tasks: A practical infrared and visible image fusion network based on progressive semantic injection and scene fidelity},
  author={Tang, Linfeng and Zhang, Hao and Xu, Han and Ma, Jiayi},
  journal={Information Fusion},
  volume={99},
  pages={101870},
  year={2023},
  publisher={Elsevier}
}

@article{Tang2022PIAFusion,
  title={PIAFusion: A progressive infrared and visible image fusion network based on illumination aware},
  author={Tang, Linfeng and Yuan, Jiteng and Zhang, Hao and Jiang, Xingyu and Ma, Jiayi},
  journal={Infusion Fusion},
  volume={83},
  pages={79--92},
  year={2022},
  publisher={Elsevier}
}

@article{Ma2021STDFusionNet,
  title = {STDFusionNet: An infrared and visible image fusion network based on salient target detection},
  author = {Ma, Jiayi and Tang, Linfeng and Xu, Meilong and Zhang, Hao and Xiao, Guobao},
  journal = {IEEE Transactions on Instrumentation and Measurement},
  volume = {70},
  pages = {5009513},
  year = {2021},
  publisher = {IEEE}
}

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