Multi-Source Image Fusion

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5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

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  1. When Integral Meets Decomposition: A Signal-Level Self-Supervised Feature Decompose Paradigm for Multi-Modal Image Fusion

    Sep 30, 2026Zeyu Wang, Jiayu Wang, Haiyu Song +1Multi-Source Image FusionMultimodal Disentangled Representation Learning

    College of Computer Science and Engineering, Dalian Minzu University, Dalian, China · School of Artificial Intelligence and Robotics, Hunan University, Hunan, China · Department of Automation, Tsinghua University, Beijing, China

  2. Beyond Spatial-Domain Supervision: A Relation Constrained Space for Multi-Modal Image Fusion

    Sep 30, 2026Zeyu Wang, Mingyu Ge, Haiyu Song +1Multi-Source Image FusionMultimodal Fusion

    College of Computer Science and Engineering Dalian Minzu University · Department of Automation Tsinghua University

  3. Diff-RF: Mutually Reinforced Image Registration and Fusion via Degradation-Aware Learning

    Sep 23, 2026Xunpeng Yi, Zaixi Du, Qinglong Yan +3Multi-Source Image FusionCross-Modal Image Registration

    Electronic Information School, Wuhan University, Wuhan 430072, China

  4. RoES: Rotational Equivariant Selective-frequency Fusion for Multimodal Images

    Sep 14, 2026Jiabao Wang, Wenjian Liu, Yaoming Cai +5Multi-Source Image FusionInfrared-Visible Image Fusion

    Zhongnan University of Economics and Law Wuhan, Hubei, China · City University of Macau Macau, China · University of Illinois Chicago Chicago, Illinois, United States +3

  5. When Fusion Fails: Corruption-Aware Rebalanced Fusion for Multi-Modal Medical Image Segmentation

    Sep 9, 2026Yuchen Pei, Xiaoyu Hu, Yixiong Zou +5Cross-Modality Medical Image SegmentationMulti-Source Image Fusion

    Central China Normal University Wuhan, China · Huazhong University of Science and Technology Wuhan, China · Guangzhou University of Chinese Medicine Guangzhou, China +2

  6. IT-TextFusion: Iterative Text-Image Interaction with Text-Guided Residual Refinement for Degradation-Aware Image Fusion

    Sep 1, 2026Siyang Liu, Peiyi Zhou, Tianle Jin +3Multi-Source Image FusionInfrared-Visible Image Fusion

    Chair of Robotics, Artificial Intelligence and Real-time Systems, Technical University of Munich, Munich, Germany · School of Automation, Southeast University, Nanjing, China

  7. UniDiffFusion: A Unified Diffusion Framework for Multi-Task and Degradation-Robust Image Fusion

    Aug 22, 2026Xingxin Xu, Siqi Zhao, Xin Li +3Multi-Source Image FusionInfrared-Visible Image Fusion

    School of New Media and Communication, Tianjin University · School of Artificial Intelligence, Tianjin University · School of Automation, Southeast University +1

  8. P2Fusion: Prompt-based Progressive Infrared-Visible Image Fusion via Dual-Prior Distillation

    Aug 13, 2026Yi Shi, Huichao Xie, Yuqing Wang +7Multi-Source Image FusionInfrared-Visible Image Fusion

    Northwestern Polytechnical University, Xi’an, China · Hefei University of Technology, Hefei, China · Rocket Force University of Engineering, Xi’an, China +1

  9. RegisterBridgeMM: A Register-Centric Framework for RGB-Infrared Object Detection

    Aug 5, 2026Zian Wang, Hangchuan Liang, Yuehua Chen +4Multi-Source Image FusionInfrared Object Detection

    Jilin University, China · Taiyuan University of Technology, China · Shenzhen University, China

  10. Clarity Contrast and Similarity Selection for Multi-Focus Image Fusion

    Aug 4, 2026Yicheng Zhang, Haoyou Deng, Zhiqiang Li +3Multi-Source Image Fusion

    Key Laboratory of Image Processing and Intelligent Control, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan, 430074, China

  11. Ranking Infrared-Visible Fusion the Way Humans Do: A Learned Pairwise Preference Measure

    Aug 2, 2026Haoran Liu, Mingzhe Liu, Peng Li +1Pairwise Preference LearningMulti-Source Image Fusion

    School of Artificial Intelligence and Electronic Engineering, Sichuan Technology and Business University, Chengdu 611745, China · College of Nuclear Technology and Automation Engineering, Chengdu University of Technology, Chengdu 610059, China · National Synchrotron Radiation Laboratory, University of Science and Technology of China, Hefei 230029, China

  12. Unleashing the Power of Text: Text-Guided Flow Matching for Image Fusion under Complex Degradations

    Aug 1, 2026Axi Niu, Jieheng Li, Kang Zhang +3Flow MatchingMulti-Source Image Fusion

    School of Computer Science, Northwestern Polytechnical University, Xi'an, China · School of Computer Science, Northwestern Polytechnical University, Xi’an, Shaanxi, China · School of Electrical Engineering, KAIST, Daejeon, Republic of Korea +2

  13. MIND: Multimodal Intent-Driven Network via Diffusion Transformers for Medical Image Fusion

    Jul 30, 2026Yunzhan Fu, Xiangyu Shen, Yifei Sun +3Multi-Source Image FusionDiffusion Transformer

    Transvascular Implantation Devices Research Institute, Zhejiang University, Hangzhou, China · Hangzhou Institute of Technology, Xidian University, Hangzhou, China · Zhejiang University, Hangzhou, China +3

  14. Registration-Grounded Spectral Fusion for Unregistered WLI/NBI Endoscopic Lesion Segmentation

    Jul 29, 2026Pengyu Jie, Wanquan Liu, Rui He +5Cross-Modality Medical Image SegmentationMulti-Source Image Fusion

    School of Intelligent Systems Engineering, Shenzhen Campus of Sun Yat-sen University, Shenzhen, 518107, Guangdong, P.R. China · Department of Otolaryngology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, 510000, P.R. China · School of Computer Science and Technology, Hainan University, Haikou, 570228, China +2

  15. BeyondFusion: Self-Aligned Latent Diffusion for Calibration-Free Infrared Super-Resolution and Infrared-Visible Fusion

    Jul 27, 2026Minchong Chen, Xiaoyun Yuan, Minyu Cao +4Diffusion Models for Image RestorationMulti-Source Image Fusion

    MoE Key Lab of Artificial Intelligence, Institute of AI, School of Computer Science, Shanghai Jiao Tong University, Shanghai, China · Tsinghua University, Beijing, China · Institute of Modern Optics, Nankai University, Tianjin, China

  16. ConFusion: Continuous Fusion Space Learning for Fine-Grained Controllable Infrared and Visible Image Fusion

    Jul 26, 2026Guo Yurong, He Yufei, Li Yonghao +3Multi-Source Image FusionInfrared-Visible Image Fusion

    North China Electric Power University Baoding, Hebei, China · Beijing University of Posts and Telecommunications Beijing, China

  17. Current Injection Spiking Neural Network for Infrared and Visible Image Fusion

    Jul 22, 2026Rui Zhao, Zhuoyuan Li, Wenrui Li +4Efficient Neural Network InferenceMulti-Source Image Fusion

  18. Coarse-to-fine Framework for Generative MEF via Implicit Neural Representation

    Jul 20, 2026Sangmin Han, Jinho Kim, Jinwoo Kim +2Multi-Source Image FusionImage Enhancement

    Yonsei University · AI Lab, CTO Division, LG Electronics

  19. Video to All-in-focus Image Reconstruction Algorithm for Automated Microscopic Urinalysis

    Jul 15, 2026Chinmay Nema, Hari Om Aggrawal, Dipam Goswami +2Multi-Source Image FusionImage Reconstruction

    Birla Institute of Technology and Science Pilani, India · independent researcher, India · Institute of Mathematics and Image Computing, University of Lübeck, Germany +1

  20. Model Confidence-Guided Multi-Image Fusion of Fundus Images for Diabetic Retinopathy Diagnosis

    Jul 3, 2026Ananya Raghu, Anisha Raghu, Alice S. Tang +3Multi-Source Image FusionSelective Prediction

    Massachusetts Institute of Technology, Cambridge, MA, USA · Bakar Computational Health Sciences Institute, University of California San Francisco, San Francisco, CA, USA · Wilmer Eye Institute, Department of Ophthalmology, Johns Hopkins University, Baltimore, MD, USA +3

  21. Additive Causal Construction for Transferable and Reconfigurable Cross-System Learning in Multi-Source Image Fusion

    Jun 30, 2026Zhizhong Fu, Wei Zhou, Zhaoyang Jiang +5Multi-Source Image FusionCausal Representation Learning

    School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China. · Department of Radiology, Huzhou Maternity & Child Health Care Hospital, Huzhou 313000, China. · Department of Radiology, Huzhou Maternity & Child Health Care Hospital Affiliated to Huzhou Normal University,Huzhou 313000,China. +3

  22. UHD-MFF: Shattering Barriers in Multi-Focus Ultra-High-Definition Image Fusion via Learnable Lookup Tables

    Jun 30, 2026Yibing Zhang, Xunpeng Yi, Qinglong Yan +3Multi-Source Image Fusion

    Electronic Information School, Wuhan University, Wuhan 430072, China · School of Automation, Southeast University, Nanjing 210096, China · School of Robotics, Wuhan University, Wuhan 430072, China

  23. Multi-modality Image Fusion under Adverse Weather: Mask-Guided Feature Restoration and Interaction

    Jun 25, 2026Xilai Li, Xiaosong Li, Haishu Tan +3Multi-Source Image FusionCross-Modal Attention

    Foshan University, Foshan, China · China University of Mining and Technology, Beijing, China · Kunming University of Science and Technology, Kunming, China

  24. Text-Driven Fusion for Infrared and Visible Images: Achieving Image Scene Adaptation on Hyperbolic Space

    Jun 13, 2026Huan Kang, Hui Li, Tianyang Xu +3Multi-Source Image FusionInfrared-Visible Image Fusion

    School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China · Centre for Vision, Speech and Signal Processing (CVSSP), University of Surrey, Guildford, UK

  25. From 2D Grids to 1D Tokens: Reforming Shared Representations for Multimodal Image Fusion

    Jun 10, 2026Yuchen Xian, Yunqiu Xu, Yang He +1Multi-Source Image FusionImage Tokenization

    ReLER, The State Key Lab of Brain Machine Intelligence, Zhejiang University · College of Artificial Intelligence, Zhejiang University · National University of Singapore +2

  26. Fusing Satellite Imagery and Planimetric Maps for Cross-View Localization

    Jun 8, 2026Quang Long Ho Ngo, Zimin Xia, Alexandre AlahiMulti-Source Image FusionCross-View Geo-Localization

    1 ´Ecole Polytechnique F´ed´erale de Lausanne (EPFL), Switzerland

  27. FMRFusion: Frequency-Aware Multi-View Representation Learning for Heterogeneous Image Fusion

    Jun 6, 2026Tao Zhoua, Yunlong Liu, Qinghui Chen +6Multi-Source Image FusionInfrared-Visible Image Fusion

    Control Science and Engineering, Shandong University, Jinan, 250061, China · Key Laboratory of Machine Intelligence and System Control, Ministry of Education, Jinan, 250061, China · School of Computer Science and Engineering, Macau University of Science and Technology, Macau, 999078, China +1

  28. Multi-Modal Building Inspection via Perceiver IO Fusion of Satellite and Street-Level Imagery

    May 25, 2026Niels Sombekke, Rob G. J. Wijnhoven, Martin R. OswaldRemote Sensing Image UnderstandingMulti-Source Image Fusion

    University of Amsterdam (UvA), Amsterdam, The Netherlands · Spotr, The Hague, The Netherlands

  29. Frequency-Guided Fusion For RGB-Thermal Semantic Segmentation

    May 25, 2026İsmail Emre Canıtez, Özgür ErkentMulti-Source Image FusionMulti-Scale Feature Fusion

    Hacettepe University

  30. Uncertainty-aware Spatial-Frequency Registration and Fusion for Infrared and Visible Images

    May 13, 2026Xingyuan Li, Haoyuan Xu, Xingyue Zhu +4Multi-Source Image FusionInfrared-Visible Image Fusion

    Dalian University of Technology · Northwestern Polytechnical University · Dalian Maritime University

  31. Fusion in Your Way: Aligning Image Fusion with Heterogeneous Demands via Direct Preference Optimization

    May 7, 2026Weijian Su, Songqian Zhang, Yuqi Han +3Diffusion Model AlignmentMulti-Source Image Fusion

    School of Computer Science and Technology, Dalian University of Technology · Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education · Institute of Image Processing and Understanding, North Minzu University

  32. Adding Thermal Awareness to Visual Systems in Real-Time via Distilled Diffusion Models

    May 7, 2026Yuchen Guo, Junli Gong, Wenjun Dong +2Multi-Source Image FusionInfrared-Visible Image Fusion

    Northwestern University · Northeastern University · Hong Kong Baptist University +1

  33. FLoRA: Fusion-Latent for Optical Reconstruction and Flood Area Segmentation via Cross-Modal Multi-Task Distillation Network

    May 4, 2026Jagrati Talreja, Tewodros Syum Gebre, Leila Hashemi-BeniCross-Modal Knowledge DistillationMulti-Source Image Fusion

    Geomatics Program, College of Science and Technology, North Carolina A&T Technical State University, Greensboro, North Carolina 27411, USA · Institute for Water, Environment and Health, United Nations University, Richmond Hill, Ontario, Canada

  34. EAPFusion: Intrinsic Evolving Auxiliary Prior Guidance for Infrared and Visible Image Fusion

    May 3, 2026Zhenyu Sun, Luobin Zhang, Axi Niu +2Dynamic ConvolutionMulti-Source Image Fusion

    Northwestern Polytechnical University, Xi’an, China

  35. Combined Dictionary Unfolding Network with Gradient-Adaptive Fidelity for Transferable Multi-Source Fusion

    May 1, 2026Ge Luo, Jun-Jie Huang, Qi Yu +6Multi-Source Image FusionRepresentation Learning

  36. Semi-Supervised Flow Matching for Mosaiced and Panchromatic Fusion Imaging

    Apr 22, 2026Peiming Luo, Nan Wang, Litong Liu +4Flow MatchingMulti-Source Image Fusion

    Southeast University · Hunan University

  37. EPOFusion: Exposure aware Progressive Optimization Method for Infrared and Visible Image Fusion

    Mar 17, 2026Zhiwei Wang, Defeng He, Li Zhao +3Multi-Source Image FusionInfrared-Visible Image Fusion

    College of Information Engineering, Zhejiang University of Technology, Hangzhou, 310023, China · College of Information Science and Technology, Zhejiang Shuren University, Hangzhou, 310015, China · Department of Electrical and Computer Engineering, The University of Hong Kong, Hong Kong, China