Publications

CVPR

VideoFusion: A Spatio-Temporal Collaborative Network for Multi-modal Video Fusion and Restoration

Linfeng Tang, Yeda Wang, Meiqi Gong, Zizhuo Li, Yuxin Deng, Xunpeng Yi, Chunyu Li, Han Xu, Hao Zhang, and Jiayi Ma

In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2026

Citations 11

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IEEE TIP

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

Linfeng Tang, Chunyu Li, Yeda Wang, Guoqing Wang, Yixuan Yuan, and Jiayi Ma

IEEE Transactions on Image Processing (TIP), accepted, 2026

Accepted on June 2, 2026

Citations 2

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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

Citations 41

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NeurIPS

ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts

Linfeng Tang, Yeda Wang, Zhanchuan Cai, Junjun Jiang, and Jiayi Ma

In Advances in Neural Information Processing Systems (NeurIPS), 2025

Oral Presentation

Citations 21

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IJCV

C2RF: Bridging Multi-modal Image Registration and Fusion via Commonality Mining and Contrastive Learning

Linfeng Tang, Qinglong Yan, Xinyu Xiang, Leyuan Fang, and Jiayi Ma

International Journal of Computer Vision (IJCV), 2025

Citations 52

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ACM MM

DRMF: Degradation-Robust Multi-Modal Image Fusion via Composable Diffusion Prior

Linfeng Tang, Yuxin Deng, Xunpeng Yi, Qinglong Yan, Yixuan Yuan, and Jiayi Ma

Proceedings of the ACM International Conference on Multimedia (ACM MM), 2024

Citations 75

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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

Citations 1,121ESI Hot PaperESI Highly CitedInformation Fusion 2024 Sole Best Paper Award

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IEEE/CAA JAS

SwinFusion: Cross-domain Long-range Learning for General Image Fusion via Swin Transformer

Jiayi Ma, Linfeng Tang, Fan Fan, Jun Huang, Xiaoguang Mei, and Yong Ma

IEEE/CAA Journal of Automatica Sinica, 2022

Citations 1,502ESI Hot PaperESI Highly CitedIEEE/CAA JAS 2023 Hsue-shen Tsien Paper Award

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Inf. Fusion

PIAFusion: A Progressive Infrared and Visible Image Fusion Network Based on Illumination Aware

Linfeng Tang, Jiteng Yuan, Hao Zhang, Xingyu Jiang, and Jiayi Ma

Information Fusion, 2022

Citations 1,186ESI Hot PaperESI Highly Cited

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IEEE/CAA JAS

SuperFusion: A Versatile Image Registration and Fusion Network with Semantic Awareness

Linfeng Tang, Yuxin Deng, Yong Ma, Jun Huang, and Jiayi Ma

IEEE/CAA Journal of Automatica Sinica, 2022

Citations 482ESI Hot PaperESI Highly Cited

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Inf. Fusion

DIVFusion: Darkness-free Infrared and Visible Image Fusion

Linfeng Tang, Xinyu Xiang, Hao Zhang, Meiqi Gong, and Jiayi Ma

Information Fusion, 2023

Citations 521ESI Hot PaperESI Highly Cited

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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 Jiayi Ma

Information Fusion, 2023

Citations 386ESI Hot PaperESI Highly Cited

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IEEE TIM

STDFusionNet: An Infrared and Visible Image Fusion Network Based on Salient Target Detection

Jiayi Ma, Linfeng Tang, Meilong Xu, Hao Zhang, and Guobao Xiao

IEEE Transactions on Instrumentation and Measurement, 2021

Citations 664ESI Highly Cited

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JIG

Deep Learning-based Image Fusion: A Survey

Linfeng Tang, Hao Zhang, Han Xu, and Jiayi Ma

Journal of Image and Graphics, 2024

Citations 103High-Impact Paper in Aerospace Information Technology JournalsJournal of Image and Graphics 2020-2024 Excellent PaperJournal of Image and Graphics 2024 Excellent Paper

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IEEE TNNLS

DRLIE: Flexible Low-light Image Enhancement via Disentangled Representations

Linfeng Tang, Jiayi Ma, Hao Zhang, and Xiaojie Guo

IEEE Transactions on Neural Networks and Learning Systems, 2024

Citations 34

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IEEE TMM

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

Linfeng Tang, Ziang Chen, Jun Huang, and Jiayi Ma

IEEE Transactions on Multimedia, 2024

Citations 80

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PR

Infrared and Visible Image Fusion via Parallel Scene and Texture Learning

Meilong Xu, Linfeng Tang, Hao Zhang, and Jiayi Ma

Pattern Recognition, 2022

Citations 68

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