多模态信息融合

Task-Generalized Adaptive Cross-Domain Learning for Multimodal Image Fusion

Mengyu Wang, Zhenyu Liu, Kun Li, Yu Wang, Yuwei Wang, Yanyan Wei, Fei Wang

机构 * Key Laboratory of Opto-Electronic Information Science and Technology of Jiangxi Province, Nanchang Hangkong University（江西省光电信息科学与技术重点实验室，南昌航空大学） ； ReLER, CCAI, Zhejiang University（ReLER、CCAI、浙江大学） ； College of Engineering, Anhui Agricultural University（安徽农业大学工程学院） ； School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multimodal image fusion(title,abstract)；multimodal fusion(abstract)；multi-focus(abstract)

Comments Accepted by IEEE Transactions on Multimedia

Bridging the Gap between Multi-focus and Multi-modal: A Focused Integration Framework for Multi-modal Image Fusion

Xilai Li, Xiaosong Li, Tao Ye, Xiaoqi Cheng, Wuyang Liu, Haishu Tan

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(title,abstract)；multi-focus(title)；分类 cs.CV

Comments Accepted to IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) 2024

FlexiD-Fuse: Flexible number of inputs multi-modal medical image fusion based on diffusion model

Yushen Xu, Xiaosong Li, Yuchun Wang, Xiaoqi Cheng, Huafeng Li, Haishu Tan

机构 * School of Physics（物理学院） ； Optoelectronic Engineering, Foshan University（光电工程学院，佛山大学） ； Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology（粤港澳联合智能微纳光电技术实验室） ； Guangdong Provincial Key Laboratory of Industrial Intelligent Inspection Technology（广东省工业智能检测技术重点实验室） ； School of Information Engineering（信息工程学院） ； Automation, Kunming University of Science（自动化系，昆明理工大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；multi-focus(abstract)；multi-exposure(abstract)

Journal ref Expert Systems with Applications, 2025: 128895

A Novel adaptive optimization of Dual-Tree Complex Wavelet Transform for Medical Image Fusion

T. Deepika, G. Karpaga Kannan

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；multimodal image fusion(abstract)；分类 cs.CV、eess.IV

Comments Conference on Computing Communication and Signal Processing. arXiv admin note: text overlap with arXiv:2007.11488

AMIF: Authorizable Medical Image Fusion Model with Built-in Authentication

AMIF：具有内置认证的可授权医学图像融合模型

Jie Song, Jun Jia, Wei Sun, Wangqiu Zhou, Tao Tan, Guangtao Zhai

机构 * Macao Polytechnic University（澳门理工学院） ； Shanghai Jiao Tong University（上海交通大学） ； East China Normal University（华东师范大学） ； Hefei University of Technology（合肥工业大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；multimodal image fusion(abstract)；分类 cs.CV

AI总结 本文提出AMIF，首个具有内置认证的医学图像融合模型，通过授权访问控制保护知识产权，防止推理泄露。

Rethinking Normalization Strategies and Convolutional Kernels for Multimodal Image Fusion

重新思考归一化策略和卷积核在多模态图像融合中的作用

Dan He, Guofen Wang, Weisheng Li, Yucheng Shu, Wenbo Li, Lijian Yang, Yuping Huang, Feiyan Li

机构 * Chongqing University of Posts and Telecommunications（重庆邮电大学） ； Chongqing Normal University（重庆师范大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multimodal image fusion(title,abstract)；information fusion(abstract)；分类 cs.CV

AI总结 本文提出了一种改进的UNet架构，通过混合实例和组归一化以及多路径自适应融合模块，提升多模态图像融合的性能和细节保留能力。

Text-DiFuse: An Interactive Multi-Modal Image Fusion Framework based on Text-modulated Diffusion Model

Hao Zhang, Lei Cao, Jiayi Ma

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(title,abstract)；information fusion(abstract)；分类 cs.CV

Comments Accepted by the 38th Conference on Neural Information Processing Systems (NeurIPS 2024)

AdaFuse: Adaptive Medical Image Fusion Based on Spatial-Frequential Cross Attention

Xianming Gu, Lihui Wang, Zeyu Deng, Ying Cao, Xingyu Huang, Yue-min Zhu

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；information fusion(abstract)；分类 cs.CV

Multi-Modal Image Fusion via Intervention-Stable Feature Learning

多模态图像融合 via 干预稳定的特征学习

Xue Wang, Zheng Guan, Wenhua Qian, Chengchao Wang, Runzhuo Ma

机构 * School of Information Science and Engineering, Yunnan University（云南大学信息科学与工程学院） ； School of Artificial Intelligence, Nanyang Normal University（南阳师范学院人工智能学院） ； Department of Electrical and Electronic Engineering, Hong Kong Polytechnic University（香港理工大学电子与电气工程系） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(title,abstract)；分类 cs.CV、cs.MM

AI总结 本文提出基于因果原则的干预框架，通过三种干预策略探索模态关系，设计因果特征整合器捕捉稳健的模态依赖而非虚假关联。

Comments Accpted by CVPR 2026

Interactive Spatial-Frequency Fusion Mamba for Multi-Modal Image Fusion

交互式空间-频率融合Mamba用于多模态图像融合

Yixin Zhu, Long Lv, Pingping Zhang, Xuehu Liu, Tongdan Tang, Feng Tian, Weibing Sun, Huchuan Lu

机构 * School of Future Technology, Dalian University of Technology and the Key Laboratory of Data Science and Smart Education (Hainan Normal University), Ministry of Education（未来技术学院，大连理工大学和数据科学与智能教育关键实验室（海南师范大学），教育部） ； Affiliated Zhongshan Hospital of Dalian University（大连大学附属中山医院） ； School of Computer Science and Artificial Intelligence, Wuhan University of Technology（计算机科学与人工智能学院，武汉理工大学） ； Central Hospital of Dalian University of Technology（大连理工大学中心医院） ； School of Information and Communication Engineering, Dalian University of Technology（信息与通信工程学院，大连理工大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(title,abstract)；分类 cs.CV、cs.MM

AI总结 本文提出交互式空间-频率融合Mamba框架，通过多尺度频率融合和交互式融合提升多模态图像融合性能。

Comments This work is accepted by IEEE Transactions on Image Processing. More modifications may be performed

BSAFusion: A Bidirectional Stepwise Feature Alignment Network for Unaligned Medical Image Fusion

Huafeng Li, Dayong Su, Qing Cai, Yafei Zhang

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by AAAI2025

Edge-Enhanced Dilated Residual Attention Network for Multimodal Medical Image Fusion

Meng Zhou, Yuxuan Zhang, Xiaolan Xu, Jiayi Wang, Farzad Khalvati

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

Comments An extended version of the paper accepted at IEEE BIBM 2024

Simultaneous Tri-Modal Medical Image Fusion and Super-Resolution using Conditional Diffusion Model

Yushen Xu, Xiaosong Li, Yuchan Jie, Haishu Tan

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI 2024

Journal ref International Conference on Medical Image Computing and Computer-Assisted Intervention. Cham: Springer Nature Switzerland, 2024: 635-645

D2-LRR: A Dual-Decomposed MDLatLRR Approach for Medical Image Fusion

Xu Song, Tianyu Shen, Hui Li, Xiao-Jun Wu

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

Comments There are some errors that need to be corrected

A New Multimodal Medical Image Fusion based on Laplacian Autoencoder with Channel Attention

Payal Wankhede, Manisha Das, Deep Gupta, Petia Radeva, Ashwini M Bakde

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

Comments 10 pages, 6 figures, % tables

Multi-focus Image Fusion Based on Similarity Characteristics

Ya-Qiong Zhang, Xiao-Jun Wu, Hui Li

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV、eess.IV

Comments 7 pages, 10 figures, 4 tables

Towards Reducing Severe Defocus Spread Effects for Multi-Focus Image Fusion via an Optimization Based Strategy

Shuang Xu, Lizhen Ji, Zhe Wang, Pengfei Li, Kai Sun, Chunxia Zhang, Jiangshe Zhang

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV、eess.IV

Journal ref IEEE Transactions on Computational Imaging, vol. 6, pp. 1561-1570, 2020

Multi-focus Image Fusion for Visual Sensor Networks

Milad Abdollahzadeh, Touba Malekzadeh, Hadi Seyedarabi

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV、eess.IV

Comments 5 pages

Benchmarking and Comparing Multi-exposure Image Fusion Algorithms

Xingchen Zhang

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-exposure(title,abstract)；分类 cs.CV、eess.IV

Comments 24 pages, 5 figures, 4 tables

MFFW: A new dataset for multi-focus image fusion

Shuang Xu, Xiaoli Wei, Chunxia Zhang, Junmin Liu, Jiangshe Zhang

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV、cs.MM

A Semantic-based Medical Image Fusion Approach

Fanda Fan, Yunyou Huang, Lei Wang, Xingwang Xiong, Zihan Jiang, Zhifei Zhang, Jianfeng Zhan

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV、eess.IV

FS-Diff: Semantic guidance and clarity-aware simultaneous multimodal image fusion and super-resolution

Yuchan Jie, Yushen Xu, Xiaosong Li, Fuqiang Zhou, Jianming Lv, Huafeng Li

机构 * School of Computer Science and Engineering, South China University of Technology（华南理工大学计算机科学与工程学院） ； School of Physics and Optoelectronic Engineering, Foshan University（佛山大学物理与光电工程学院） ； School of Instrumentation Science and Optelectronics Engineering, Beihang University（北航仪器科学与光电工程学院） ； School of Information Engineering and Automation, Kunming University of Science and Technology（昆明理工大学信息工程与自动化学院） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multimodal image fusion(title)；information fusion(abstract,journal_ref)；分类 cs.CV

Journal ref Information Fusion, 2025, 121: 103146

Medical Image Fusion: A survey of the state of the art

A. P. James, B. V. Dasarathy

专题命中 通用Image Fusion ：image fusion(title,abstract)；medical image fusion(title,abstract)；分类 cs.CV；information fusion(comments)

Comments Information Fusion, 2014

Deep Convolutional Sparse Coding Networks for Image Fusion

Shuang Xu, Zixiang Zhao, Yicheng Wang, Chunxia Zhang, Junmin Liu, Jiangshe Zhang

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(abstract)；infrared and visible(abstract)；multi-exposure(abstract)

Clarity Contrast and Similarity Selection for Multi-Focus Image Fusion

用于多聚焦图像融合的清晰度对比与相似性选择

Yicheng Zhang, Haoyou Deng, Zhiqiang Li, Wenti Yin, Nong Sang, Changxin Gao

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV

AI总结 该研究针对多聚焦图像融合中源图像交互不足的问题，提出CSNet模型，通过CCAM和相似性选择策略实现信息交互，在定量和定性评估中达到当前最优性能。

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

从二维网格到一维标记：重塑多模态图像融合的共享表示

Yuchen Xian, Yunqiu Xu, Yang He, Yi Yang

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multimodal image fusion(title,abstract)；分类 cs.CV

AI总结 提出基于冻结预训练图像标记器的紧凑一维标记接口，通过选择性标记编辑（STE）稀疏更新关键标记，在保持融合骨干网络不变的同时引导全局外观一致性，实现全局连贯与局部保真的最佳平衡。

Comments Accepted at the 43rd International Conference on Machine Learning (ICML 2026)

ReDiffuse: Rotation Equivariant Diffusion Model for Multi-focus Image Fusion

ReDiffuse：用于多焦点图像融合的旋转等价扩散模型

Bo Li, Tingting Bao, Lingling Zhang, Weiping Fu, Yaxian Wang, Jun Liu

机构 * School of Computer Science and Technology, Xi'an Jiaotong University（西安交通大学计算机科学与技术学院） ； School of Information Engineering, Chang'an University（长安大学信息工程学院） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV

AI总结 本文提出ReDiffuse模型，通过在扩散网络中嵌入旋转等价性，解决多焦点图像融合中因模糊导致的结构失真问题，提升融合图像的结构一致性。

Comments 10 pages, 9 figures

Neurodynamics-Driven Coupled Neural P Systems for Multi-Focus Image Fusion

基于神经动力学的耦合神经P系统用于多焦点图像融合

Bo Li, Yunkuo Lei, Tingting Bao, Hang Yan, Yaxian Wang, Weiping Fu, Lingling Zhang, Jun Liu

机构 * School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； Ministry of Education Key Laboratory of Intelligent Networks and Network Security, China（教育部智能网络与网络安全重点实验室） ； Shaanxi Province Key Laboratory of Big Data Knowledge Engineering（陕西省大数据知识工程重点实验室） ； Chang’an University（长安大学） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV

AI总结 本文提出基于神经动力学的耦合神经P系统，通过分析神经动力学约束生成高质量决策图，提升多焦点图像融合的准确性。

Comments Accepted by CVPR2026

Inter-Image Pixel Shuffling for Multi-focus Image Fusion

跨图像像素洗牌用于多焦点图像融合

Huangxing Lin, Rongrong Ma, Cheng Wang

机构 * College of Computer Science and Technology, Huaqiao University（华交大学计算机科学与技术学院） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-focus(title,abstract)；分类 cs.CV

AI总结 本文提出IPS方法，通过像素洗牌实现多焦点图像融合，无需实际多焦点图像即可学习融合过程，提升融合质量。

Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion

Shuffle Mamba：基于随机洗牌的态空间模型用于多模态图像融合

Ke Cao, Xuanhua He, Tao Hu, Chengjun Xie, Man Zhou, Jie Zhang

机构 * University of Science and Technology of China（中国科学技术大学） ； Institute of Intelligent Machines（智能机器研究所） ； Hefei Institutes of Physical Science, Chinese Academy of Sciences（中国科学院合肥物质科学研究院） ； Intelligent Agriculture Engineering Laboratory of Anhui Province, Institute of Intelligent Machines（安徽省智能农业工程实验室，智能机器研究所） 纠错

专题命中 通用Image Fusion ：image fusion(title,abstract)；multi-modal image fusion(title,abstract)；分类 cs.CV

AI总结 Shuffle Mamba通过引入随机洗牌策略和逆洗牌，解决多模态图像融合中固定扫描策略带来的偏见问题，提升融合质量。

Comments Accepted by IEEE Transactions on Circuits and Systems for Video Technology