Publications

2026

1. CVPR

   

   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 TIP

   

   DSPFusion: Image Fusion via Degradation and Semantic Dual-Prior Guidance

   Linfeng Tang, Chunyu Li, Yeda Wang, and 3 more authors

   IEEE Transactions on Image Processing, 2026

   PDF
3. IEEE TPAMI

   

   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

   Masked diffusion modeling that unifies multiple unsupervised image-fusion tasks; ESI Highly Cited Paper Google Scholar citations

   PDF Code

2025

1. NeurIPS

   

   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
2. IJCV

   

   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

2024

1. ACM MM

   

   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
2. IEEE TNNLS

   

   DRLIE: Flexible Low-light Image Enhancement via Disentangled Representations

   Linfeng Tang, Jiayi Ma, Hao Zhang, and 1 more author

   IEEE Transactions on Neural Networks and Learning Systems, 2024

   PDF Code
3. IEEE TMM

   

   CAMF: An Interpretable Infrared and Visible Image Fusion Network Based on Class Activation Mapping

   Linfeng Tang, Ziang Chen, Jun Huang, and 1 more author

   IEEE Transactions on Multimedia, 2024

   PDF Code
4. JIG

   

   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

   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 Google Scholar citations

   Awarded PDF Code

   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

2023

1. Inf. Fusion

   

   DIVFusion: Darkness-free infrared and visible image fusion

   Linfeng Tang, Xinyu Xiang, Hao Zhang, and 2 more authors

   Information Fusion, 2023

   Darkness-free infrared-visible fusion for low-light scenes; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   PDF Code
2. Inf. Fusion

   

   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

   Progressive semantic injection and scene fidelity for task-oriented fusion; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   PDF Code

2022

1. Inf. Fusion

   

   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

   Semantic-aware real-time infrared-visible fusion with high-level task feedback; Information Fusion Best Paper Award 2024; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   Awarded PDF Code

   Information Fusion Best Paper Award 2024

2. IEEE/CAA JAS

   

   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

   Cross-domain long-range modeling with a Swin Transformer for general image fusion; IEEE/CAA JAS 2023 Best Paper Award, sole annual winner; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   Awarded PDF Code

   IEEE/CAA JAS 2023 Best Paper Award, sole annual winner

3. Inf. Fusion

   

   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

   Progressive infrared-visible fusion guided by illumination conditions; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   PDF Code
4. IEEE/CAA JAS

   

   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

   Joint image registration and semantics-aware fusion for spatially misaligned inputs; ESI Hot Paper; ESI Highly Cited Paper Google Scholar citations

   PDF Code
5. PR

   

   Infrared and visible image fusion via parallel scene and texture learning

   Meilong Xu, Linfeng Tang, Hao Zhang, and 1 more author

   Pattern Recognition, 2022

   PDF Code

2021

1. IEEE TIM

   

   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

   Salient-target detection for preserving critical thermal targets and structures; ESI Highly Cited Paper Google Scholar citations

   PDF Code