Linfeng Tang

Postdoctoral Researcher at Wuhan University.

prof_pic.jpg

School of Robotics

Wuhan University

Wuhan, 430072, China

English 中文

Computer Vision | Image Fusion | Image Enhancement

I am Linfeng Tang (唐霖峰), a Postdoctoral Researcher at Wuhan University, advised by Prof. Jiayi Ma.

I received my Ph.D. from the Electronic Information School, Wuhan University, in December 2025, and my B.E. from Central South University in 2020. My research focuses on multi-modal image fusion, video fusion, low-light enhancement, restoration, and semantics-aware perception.

Google Scholar GitHub Publications Services
15+ high-impact papers
6,878 Google Scholar citations
2 best paper awards
6 / 7 ESI Hot / Highly Cited papers

Research Focus

Multi-modal Fusion

Infrared-visible image fusion, video fusion, controllable fusion, and registration-fusion joint modeling.

Enhancement and Restoration

Low-light enhancement, degradation-aware restoration, and diffusion-based image recovery.

Task-driven Perception

Semantic guidance, language-vision priors, and image fusion models designed for downstream high-level vision tasks.

Representative Works

Mask-DiFuser

IEEE TPAMI, 2026

TPAMI

C2RF

IJCV, 2025

IJCV

ControlFusion

NeurIPS 2025

NeurIPS Oral

VideoFusion

CVPR 2026

CVPR

SwinFusion

IEEE/CAA JAS, 2022

Citations 1,404 Hsue-shen Tsien Paper Award 2023 ESI Hot & Highly Cited

SeAFusion

Information Fusion, 2022

Citations 1,064 Inf. Fusion Best Paper Award 2024 ESI Hot & Highly Cited

PIAFusion

Information Fusion, 2022

Citations 1,100 ESI Hot & Highly Cited

Deep Learning-based Image Fusion: A Survey

Journal of Image and Graphics, 2023

CJIG 2024 Excellent Paper CJIG 2020–2024 Excellent Paper High-Impact Paper in Aerospace Information

All citation counts shown on this page were refreshed from my personal Google Scholar profile on April 20, 2026. The live profile remains available on Google Scholar.

Academic Service

I serve as a reviewer for TPAMI, TIP, TNNLS, TMM, TCSVT, TII, TGRS, TITS, TSMC, TASE, JSAC, JAS, IoTJ, IJCV, Information Fusion, PR, CVPR, NeurIPS, ECCV, AAAI, IJCAI, and ACM MM. A fuller list is available on the Services page.

news

Feb 20, 2026 Our paper “VideoFusion” accepted by CVPR 2026! [Paper][Code]
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]

selected publications

  1. CVPR
    VideoFusion.jpg
    VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion and Restoration
    Linfeng Tang, Yeda Wang, Meiqi Gong, and 7 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026
    PDF Code
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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, Google Scholar cited by 1064 (Apr. 20, 2026), ESI Hot Paper, ESI Highly Cited Paper
    Awarded PDF Code
  7. 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
    IEEE/CAA JAS 2023 Best Paper Award, sole annual winner, Google Scholar cited by 1404 (Apr. 20, 2026), ESI Hot Paper, ESI Highly Cited Paper
    Awarded PDF Code
  8. 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
    Google Scholar cited by 1100 (Apr. 20, 2026), ESI Hot Paper, ESI High Cited Paper
    PDF Code
  9. 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
    Google Scholar cited by 451 (Apr. 20, 2026), ESI Hot Paper, ESI High Cited Paper
    PDF Code
  10. 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
    Google Scholar cited by 485 (Apr. 20, 2026), ESI Hot Paper, ESI High Cited Paper
    PDF Code
  11. 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
    Google Scholar cited by 351 (Apr. 20, 2026), ESI Hot Paper, ESI High Cited Paper
    PDF Code
  12. 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
    Google Scholar cited by 633 (Apr. 20, 2026), ESI Highly Cited Paper
    PDF Code
  13. JIG
    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, 2024
    Google Scholar cited by 30 (Apr. 20, 2026), 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
    Awarded PDF Code