Image Fusion

DAE-Fuse: An Adaptive Discriminative Autoencoder for Multi-Modality Image Fusion

Yuchen Guo, Ruoxiang Xu, Rongcheng Li, Weifeng Su

机构 * Department of Computer Science（计算机科学系） ； Guangdong Provincial Key Lab of Interdisciplinary Research and Application for Data Science（广东省交叉学科研究与数据科学应用重点实验室） ； Beijing Normal - Hong Kong Baptist University（北京师范大学-香港 Baptist大学） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

A Comprehensive Review of Techniques, Algorithms, Advancements, Challenges, and Clinical Applications of Multi-modal Medical Image Fusion for Improved Diagnosis

Muhammad Zubair, Muzammil Hussai, Mousa Ahmad Al-Bashrawi, Malika Bendechache, Muhammad Owais

机构 * Interdisciplinary Research Center for Finance and Digital Economy, King Fahd University of Petroleum and Minerals（金融与数字经济交叉研究中心，国王法赫德石油和矿物大学） ； Department of Software Engineering, Faculty of Information Technology, Al-Ahliyya Amman University（软件工程系，信息科技学院，阿尔阿赫利亚大学） ； Department of Information Systems and Operations Management, King Fahd University of Petroleum and Minerals（信息系统与运营管理系，国王法赫德石油和矿物大学） ； ADAPT Research Centre, School of Computer Science, University of Galway（ADAPT研究中心，计算机科学学院，Galway大学） ； Department of Mechanical and Nuclear Engineering, Khalifa University（机械与核工程系，哈利法大学） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

Comments computerized medical imaging and graphics Journal submission

A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion

Xiaoli Zhang, Liying Wang, Libo Zhao, Xiongfei Li, Siwei Ma

机构 * Key Laboratory of Symbolic Computation and Knowledge Engineering of Ministry of Education, Jilin University（教育部符号计算与知识工程重点实验室，吉林大学） ； Institute of Digital Media, School of Electronic Engineering and Computer Science, Peking University（数字媒体研究所，电子工程与计算机科学学院，北京大学） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

Comments TMM 2026

Bi-directional Self-Registration for Misaligned Infrared-Visible Image Fusion

Timing Li, Bing Cao, Pengfei Zhu, Bin Xiao, Qinghua Hu

机构 * College of Intelligence and Computing（智能与计算学院） ； Tianjin University（天津大学） ； School of Computer Science and Technology（计算机科学与技术学校） ； Chongqing University of Posts and Telecommunications（重庆邮电大学） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

MultiTaskVIF: Segmentation-oriented visible and infrared image fusion via multi-task learning

Zixian Zhao, Andrew Howes, Xingchen Zhang

机构 * The Fusion Intelligence Laboratory, Department of Computer Science, University of Exeter（埃克塞特大学计算机科学系融合智能实验室） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

Quaternion Infrared Visible Image Fusion

Weihua Yang, Yicong Zhou

机构 * University of Macau（澳门大学） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

TTTFusion: A Test-Time Training-Based Strategy for Multimodal Medical Image Fusion in Surgical Robots

Qinhua Xie, Hao Tang

机构 * School of Data Science and Engineering, East China Normal University（东华大学数据科学与工程学院） ； School of Computer Science, Peking University（北京大学计算机学院） 纠错

专题命中 Image Fusion ：image fusion(title,abstract)

Multi-modal and Multi-view Fundus Image Fusion for Retinopathy Diagnosis via Multi-scale Cross-attention and Shifted Window Self-attention

Yonghao Huang, Leiting Chen, Chuan Zhou

专题命中 Image Fusion ：image fusion(title,abstract)

Language-Depth Navigated Thermal and Visible Image Fusion

Jinchang Zhang, Zijun Li, Guoyu Lu

专题命中 Image Fusion ：image fusion(title,abstract)

DreamFuse: Adaptive Image Fusion with Diffusion Transformer

Junjia Huang, Pengxiang Yan, Jiyang Liu, Jie Wu, Zhao Wang, Yitong Wang, Liang Lin, Guanbin Li

专题命中 Image Fusion ：image fusion(title,abstract)

Comments under review

Robust Fusion Controller: Degradation-aware Image Fusion with Fine-grained Language Instructions

Hao Zhang, Yanping Zha, Qingwei Zhuang, Zhenfeng Shao, Jiayi Ma

专题命中 Image Fusion ：image fusion(title,abstract)

Enhance Vision-based Tactile Sensors via Dynamic Illumination and Image Fusion

Artemii Redkin, Zdravko Dugonjic, Mike Lambeta, Roberto Calandra

专题命中 Image Fusion ：image fusion(title,abstract)

Comments 8 pages

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

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

专题命中 Image Fusion ：image fusion(title,abstract)

Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond

Guanyao Wu, Haoyu Liu, Hongming Fu, Yichuan Peng, Jinyuan Liu, Xin Fan, Risheng Liu

专题命中 Image Fusion ：image fusion(title,abstract)

OCCO: LVM-guided Infrared and Visible Image Fusion Framework based on Object-aware and Contextual COntrastive Learning

Hui Li, Congcong Bian, Zeyang Zhang, Xiaoning Song, Xi Li, Xiao-Jun Wu

专题命中 Image Fusion ：image fusion(title,abstract)

Dig2DIG: Dig into Diffusion Information Gains for Image Fusion

Bing Cao, Baoshuo Cai, Changqing Zhang, Qinghua Hu

专题命中 Image Fusion ：image fusion(title,abstract)

Task-driven Image Fusion with Learnable Fusion Loss

Haowen Bai, Jiangshe Zhang, Zixiang Zhao, Yichen Wu, Lilun Deng, Yukun Cui, Tao Feng, Shuang Xu

专题命中 Image Fusion ：image fusion(title,abstract)

Comments Accepted to CVPR 2025

Exploring State Space Model in Wavelet Domain: An Infrared and Visible Image Fusion Network via Wavelet Transform and State Space Model

Tianpei Zhang, Yiming Zhu, Jufeng Zhao, Guangmang Cui, Yuchen Zheng

专题命中 Image Fusion ：image fusion(title,abstract)

DCEvo: Discriminative Cross-Dimensional Evolutionary Learning for Infrared and Visible Image Fusion

Jinyuan Liu, Bowei Zhang, Qingyun Mei, Xingyuan Li, Yang Zou, Zhiying Jiang, Long Ma, Risheng Liu, Xin Fan

专题命中 Image Fusion ：image fusion(title,abstract)

Comments Accepted by CVPR 2025

3-D Image-to-Image Fusion in Lightsheet Microscopy by Two-Step Adversarial Network: Contribution to the FuseMyCells Challenge

Marek Wodzinski, Henning Müller

专题命中 Image Fusion ：image fusion(title,abstract)

MMAIF: Multi-task and Multi-degradation All-in-One for Image Fusion with Language Guidance

Zihan Cao, Yu Zhong, Ziqi Wang, Liang-Jian Deng

专题命中 Image Fusion ：image fusion(title,abstract)

Revisiting Image Fusion for Multi-Illuminant White-Balance Correction

David Serrano-Lozano, Aditya Arora, Luis Herranz, Konstantinos G. Derpanis, Michael S. Brown, Javier Vazquez-Corral

专题命中 Image Fusion ：image fusion(title,abstract)

Comments 10 pages

Medical Image Fusion for High-Level Analysis: A Mutual Enhancement Framework for Unaligned PAT and MRI

Yutian Zhong, Jinchuan He, Zhichao Liang, Shuangyang Zhang, Qianjin Feng, Lijun Lu, Li Qi

专题命中 Image Fusion ：image fusion(title,abstract)

DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation

Lingyan Ran, Lushuang Wang, Tao Zhuo, Yinghui Xing

专题命中 Image Fusion ：image fusion(title,abstract)

Comments Accepted to IEEE Transactions on Geoscience and Remote Sensing

Advancements in Real-Time Oncology Diagnosis: Harnessing AI and Image Fusion Techniques

Leila Bagheriye, Johan Kwisthout

专题命中 Image Fusion ：image fusion(title,abstract)

Comments This paper is under review

Local Flaw Detection with Adaptive Pyramid Image Fusion Across Spatial Sampling Resolution for SWRs

Siyu You, Huayi Gou, Leilei Yang, Zhiliang Liu, Mingjian Zuo

专题命中 Image Fusion ：image fusion(title,abstract)

Comments Submitted to IEEE Sensors Journal for possible publication

One Model for ALL: Low-Level Task Interaction Is a Key to Task-Agnostic Image Fusion

Chunyang Cheng, Tianyang Xu, Zhenhua Feng, Xiaojun Wu, ZhangyongTang, Hui Li, Zeyang Zhang, Sara Atito, Muhammad Awais, Josef Kittler

专题命中 Image Fusion ：image fusion(title,abstract)

Comments Accepted by CVPR 2025 v2

Image Fusion for Cross-Domain Sequential Recommendation

Wangyu Wu, Siqi Song, Xianglin Qiu, Xiaowei Huang, Fei Ma, Jimin Xiao

专题命中 Image Fusion ：image fusion(title,abstract)

$\textrm{A}^{\textrm{2}}$RNet: Adversarial Attack Resilient Network for Robust Infrared and Visible Image Fusion

Jiawei Li, Hongwei Yu, Jiansheng Chen, Xinlong Ding, Jinlong Wang, Jinyuan Liu, Bochao Zou, Huimin Ma

专题命中 Image Fusion ：image fusion(title,abstract)

Comments 9 pages, 8 figures, The 39th Annual AAAI Conference on Artificial Intelligence

MaeFuse: Transferring Omni Features with Pretrained Masked Autoencoders for Infrared and Visible Image Fusion via Guided Training

Jiayang Li, Junjun Jiang, Pengwei Liang, Jiayi Ma, Liqiang Nie

专题命中 Image Fusion ：image fusion(title,abstract)