Linfeng Tang

武汉大学博士后

prof_pic.jpg

武汉大学机器人学院

武汉大学

中国，武汉

英文 中文

计算机视觉 | 图像融合 | 图像增强

我是 唐霖峰，现为武汉大学机器人学院博士后，合作导师为 马佳义教授。

我于 2025 年 12 月获武汉大学电子信息学院博士学位，于 2020 年获中南大学学士学位。我的研究方向主要包括多模态图像融合、视频融合、低照度图像增强、图像恢复，以及语义感知建模。

谷歌学术 GitHub 论文列表 学术服务
15+ 高水平论文
6,878 Google Scholar 引用
2 最佳论文奖
6 / 7 ESI 热点 / 高被引论文

研究方向

多模图像融合

红外-可见光图像融合、视频融合、可控融合，以及配准与融合联合建模。

图像增强与恢复

低照度图像增强、退化感知恢复，以及基于扩散模型的图像恢复方法。

任务驱动感知

语义引导、语言-视觉先验，以及面向检测、分割等高层视觉任务的图像融合模型。

代表性工作

Mask-DiFuser

IEEE TPAMI，2026

TPAMI

C2RF

IJCV，2025

IJCV

ControlFusion

NeurIPS 2025

NeurIPS Oral

VideoFusion

CVPR 2026

CVPR

SwinFusion

IEEE/CAA JAS，2022

引用 1,404 2023 钱学森论文奖 ESI 热点 / 高被引论文

SeAFusion

Information Fusion，2022

引用 1,064 2024 Inf. Fusion 最佳论文奖 ESI 热点 / 高被引论文

PIAFusion

Information Fusion，2022

引用 1,100 ESI 热点 / 高被引论文

Deep Learning-based Image Fusion: A Survey

《中国图象图形学报》，2023

中国图象图形学报 2024 优秀论文 中国图象图形学报 2020–2024 优秀论文 2024 空天信息科技期刊高影响力论文

本页展示的引用数据已根据本人 Google Scholar 主页于 2026 年 4 月 20 日更新，实时数据请以 Google Scholar 为准。

学术服务

目前担任 TPAMI、TIP、TNNLS、TMM、TCSVT、TII、TGRS、TITS、TSMC、TASE、JSAC、JAS、IoTJ、IJCV、Information Fusion、PR，以及 CVPR、NeurIPS、ECCV、AAAI、IJCAI、ACM MM 等期刊和会议审稿人。完整列表见 学术服务 页面。

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