Linfeng Tang

Postdoctoral Researcher at Wuhan University.

prof_pic.jpg

School of Robotics

Wuhan University

Wuhan, 430072, China

Hi, I am Linfeng Tang (唐霖峰).

I am currently a Postdoctoral Researcher at the School of Robotics, Wuhan University, working with Prof. Jiayi Ma.

I received my Ph.D. degree from the School of Electronic Information, Wuhan University in December 2025, advised by Prof. Jiayi Ma. Prior to that, I obtained my B.E. degree from Central South University in 2020.

My research interests primarily focus on Computer Vision and Deep Learning, with a specific emphasis on:

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

I have published 15+ papers in top-tier conferences and journals, including IEEE TPAMI /TNNLS /TMM /TIM /JAS, IJCV, InfFus, NeurIPS, and ACM MM. My work has been recognized with the Information Fusion Best Paper Award (2024) and the Hsue-shen Tsien Paper Award (2023). I was also listed in the World’s Top 2% Scientists by Stanford University (2025).

I also serve as a Reviewer for prestigious journals and conferences such as IEEE TPAMI / TIP / TNNLS / TMM / TCSVT / TII / TGRS / TITS / TSMC / TASE / JSAC / JAS / IoTJ, IJCV, InfFus, Energy, Neural Networks, PR, CVPR, AAAI, and ACM MM. (See full list in Academic Services).

news

Dec 26, 2025 我们的综述《基于深度学习的图像融合方法综述》荣获 中国图象图形学报 2020-2024 优秀论文！
Sep 18, 2025 Our paper “ControlFusion” accepted by NeurIPS 2025 (Oral)! [Paper][Code]
Sep 10, 2025 Our paper “Mask-DiFuser” accepted by IEEE TPAMI! [Paper][Code]
Mar 15, 2025 Our paper C2RF has been accepted by IJCV! [Paper] [Code]
Feb 11, 2025 We released a large-scale dataset for infrared and visible video fusion: M3SVD ! [Dataset]

selected publications

  1. IEEE TPAMI
    Mask-DiFuser.jpg
    Mask-DiFuser: A Masked Diffusion Model for Unified Unsupervised Image Fusion
    Linfeng Tang, Chunyu Li, and Jiayi Ma
    IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2026
    PDF Code
  2. NeurIPS
    ControlFusion.jpg
    ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts
    Linfeng Tang, Yeda Wang, Zhanchuan Cai, and 2 more authors
    In Advances in Neural Information Processing Systems (NeurIPS), 2025
    Oral Presentation
    PDF Code
  3. IJCV
    C2RF.jpg
    C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning
    Linfeng Tang, Qinglong Yan, Xinyu Xiang, and 2 more authors
    International Journal of Computer Vision (IJCV), 2025
    PDF Code
  4. ACM MM
    DRMF.jpg
    DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior
    Linfeng Tang, Yuxin Deng, Xunpeng Yi, and 3 more authors
    In Proceedings of the ACM International Conference on Multimedia (ACM MM), 2024
    PDF Code
  5. Inf. Fusion
    SeAFusion.jpg
    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, and Jiayi Ma
    Information Fusion, 2022
    Information Fusion Best Paper Award 2024, ESI Hot Paper, ESI Highly Cited Paper, Cited by 906
    Awarded PDF Code
  6. IEEE/CAA JAS
    SwinFusion.jpg
    SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer
    Jiayi Ma, Linfeng Tang, Fan Fan, and 3 more authors
    IEEE/CAA Journal of Automatica Sinica, 2022
    Hsue-shen Tsien Paper Award 2023, ESI Hot Paper, ESI Highly Cited Paper, Cited by 1144
    Awarded PDF Code
  7. Inf. Fusion
    PIAFusion.jpg
    PIAFusion: A progressive infrared and visible image fusion network based on illumination aware
    Linfeng Tang, Jiteng Yuan, Hao Zhang, and 2 more authors
    Information Fusion, 2022
    ESI Hot Paper, ESI High Cited Paper, Cited by 901
    PDF Code
  8. IEEE/CAA JAS
    SuperFusion.jpg
    SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness
    Linfeng Tang, Yuxin Deng, Yong Ma, and 2 more authors
    IEEE/CAA Journal of Automatica Sinica, 2022
    ESI Hot Paper, ESI High Cited Paper, Cited by 380
    PDF Code
  9. Inf. Fusion
    DIVFusion.jpg
    DIVFusion: Darkness-free infrared and visible image fusion
    Linfeng Tang, Xinyu Xiang, Hao Zhang, and 2 more authors
    Information Fusion, 2023
    ESI Hot Paper, ESI High Cited Paper, Cited by 399
    PDF Code
  10. Inf. Fusion
    PSFusion.jpg
    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, and 1 more author
    Information Fusion, 2023
    ESI Hot Paper, ESI High Cited Paper, Cited by 277
    PDF Code
  11. IEEE TIM
    STDFusionNet.jpg
    STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection
    Jiayi Ma, Linfeng Tang, Meilong Xu, and 2 more authors
    IEEE Transactions on Instrumentation and Measurement, 2021
    ESI Highly Cited Paper, Cited by 564
    PDF Code
  12. 图图学报
    Survey.jpg
    基于深度学习的图像融合方法综述
    唐霖峰, 张浩, 徐涵, and 1 more author
    中国图象图形学报, 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, Cited by 88
    Awarded PDF Code