多模态信息融合

DIFF-MF: A Difference-Driven Channel-Spatial State Space Model for Multi-Modal Image Fusion

DIFF-MF: 一种基于差分驱动的通道-空间状态空间模型用于多模态图像融合

Yiming Sun, Zifan Ye, Qinghua Hu, Pengfei Zhu

机构 * School of Automation, Southeast University（东南大学自动化学院） ； Low-Altitude Intelligence Lab, Xiong’an National Innovation Center Technology Co., Ltd.（雄安国家创新中心技术有限公司低空智能实验室） ； Xiong’an Guochuang Lantian Technology Co., Ltd.（雄安国创蓝天科技有限公司） ； School of Artificial Intelligence, Tianjin University（天津大学人工智能学院） 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 DIFF-MF通过差分驱动的通道-空间状态空间模型，有效整合多模态图像信息，提升融合图像的质量和显著性。

Generative Multi-Focus Image Fusion

生成式多焦点图像融合

Xinzhe Xie, Buyu Guo, Bolin Li, Shuangyan He, Yanzhen Gu, Qingyan Jiang, Peiliang Li

机构 * State Key Laboratory of Ocean Sensing & Ocean College, Zhejiang University（海洋传感国家重点实验室与海洋学院，浙江大学） ； Donghai Laboratory（东海实验室） ； Hainan Institute, Zhejiang University（海南学院，浙江大学） ； Hainan Provincial Observatory of Ecological Environment and Fishery Resource in Yazhou Bay（三亚市生态环境与渔业资源省级观测站） 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GMFF框架，通过确定性融合和生成式修复两个阶段，实现高效多焦点图像融合，解决边缘伪影问题并提升实际应用性能。

l0-Regularized Sparse Coding-based Interpretable Network for Multi-Modal Image Fusion

基于l0正则化稀疏编码的可解释网络用于多模态图像融合

Gargi Panda, Soumitra Kundu, Saumik Bhattacharya, Aurobinda Routray

机构 * Department of EE, IIT Kharagpur, India（印度IIT Kharagpur电子工程系） ； Rekhi Centre of Excellence for the Science of Happiness, IIT Kharagpur, India（印度IIT Kharagpur幸福科学卓越中心） ； Department of E&ECE, IIT Kharagpur, India（印度IIT Kharagpur电子工程与电子学系） 纠错

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

AI总结 本文提出基于l0正则化稀疏编码的可解释网络FNet，用于多模态图像融合，通过分离独特和共同特征提升融合质量并增强下游任务性能。

Comments Accetped by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

MMIF-AMIN: Adaptive Loss-Driven Multi-Scale Invertible Dense Network for Multimodal Medical Image Fusion

MMIF-AMIN: 适应性损失驱动的多尺度可逆密集网络用于多模态医学图像融合

Tao Luo, Weihua Xu

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

AI总结 MMIF-AMIN通过可逆密集网络和多尺度互补特征提取模块，实现多模态医学图像融合的高效融合与精准诊断。

Comments This manuscript is withdrawn to allow for substantial expansion and restructuring. Based on recent research progress, we plan to add Generalization experiment and reorganize the manuscript structure to improve readability and logical flow. Thank you for your understanding and support

FusionFM: All-in-One Multi-Modal Image Fusion with Flow Matching

Huayi Zhu, Xiu Shu, Youqiang Xiong, Qiao Liu, Rui Chen, Di Yuan, Xiaojun Chang, Zhenyu He

机构 * Guangzhou Institute of Technology, Xidian University（广州理工大学） 纠错

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

Spatial-Frequency Enhanced Mamba for Multi-Modal Image Fusion

Hui Sun, Long Lv, Pingping Zhang, Tongdan Tang, Feng Tian, Weibing Sun, Huchuan Lu

机构 * School of Future Technology, School of Artificial Intelligence, Dalian University of Technology（大连理工大学未来技术学院、人工智能学院） ； Affiliated Zhongshan Hospital of Dalian University（大连大学附属中山医院） ； 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（大连理工大学信息与通信工程学院） 纠错

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

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

Addressing the Depth-of-Field Constraint: A New Paradigm for High Resolution Multi-Focus Image Fusion

Luca Piano, Peng Huanwen, Radu Ciprian Bilcu

机构 * Huawei Technologies Oy (Finland) Company Ltd（华为技术有限公司（芬兰）） ； Politecnico di Torino（托斯托纳理工学院） 纠错

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

Gradient-based multi-focus image fusion with focus-aware saliency enhancement

Haoyu Li, XiaoSong Li

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

Comments iCIG 2025

SMLNet: A SPD Manifold Learning Network for Infrared and Visible Image Fusion

Huan Kang, Hui Li, Tianyang Xu, Xiao-Jun Wu, Rui Wang, Chunyang Cheng, Josef Kittler

机构 * School of Artificial Intelligence and Computer Science（人工智能与计算机科学学院） ； Jiangnan University（江南大学） ； Centre for Vision, Speech and Signal Processing（视觉、语音与信号处理中心） ； University of Surrey（Surrey大学） 纠错

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

Comments 23 pages, 17 figures

Quaternion Sparse Decomposition for Multi-focus Color Image Fusion

Weihua Yang, Yicong Zhou

机构 * University of Macau（澳门大学） 纠错

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

UniFuse: A Unified All-in-One Framework for Multi-Modal Medical Image Fusion Under Diverse Degradations and Misalignments

Dayong Su, Yafei Zhang, Huafeng Li, Jinxing Li, Yu Liu

机构 * Kunming University of Science and Technology（昆明理工大学） ； Harbin Institute of Technology at Shenzhen（哈尔滨工业大学深圳研究院） ； 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)；分类 cs.CV

Comments Accepted by ICCV2025

DM-FNet: Unified multimodal medical image fusion via diffusion process-trained encoder-decoder

Dan He, Weisheng Li, Guofen Wang, Yuping Huang, Shiqiang Liu

机构 * School of Computer Science and Technology, Chongqing University of Posts and Telecommunications（重庆邮电大学计算机科学与技术学院） ； Chongqing Key Laboratory of Image Recognition, Chongqing University of Posts and Telecommunications（重庆邮电大学图像识别重点实验室） ； Key Laboratory of Cyberspace Big Data Intelligent Security (Chongqing University of Posts and Telecommunications), Ministry of Education（教育部重庆邮电大学网络大数据智能安全重点实验室） ； College of Computer and Information Science, Chongqing Normal University（重庆师范大学计算机与信息科学学院） 纠错

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

Comments This paper has been accepted by IEEE Transactions on Multimedia (TMM) in March 2025

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

Deep Unfolding Multi-modal Image Fusion Network via Attribution Analysis

Haowen Bai, Zixiang Zhao, Jiangshe Zhang, Baisong Jiang, Lilun Deng, Yukun Cui, Shuang Xu, Chunxia Zhang

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

Comments Accepted in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 2024

FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba

Xinyu Xie, Yawen Cui, Tao Tan, Xubin Zheng, Zitong Yu

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

Comments Accepted by Visual Intelligence. Codes are at https://github.com/millieXie/FusionMamba

Multi-Exposure Image Fusion via Distilled 3D LUT Grid with Editable Mode

Xin Su, Zhuoran Zheng

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

Ultra-High-Definition Dynamic Multi-Exposure Image Fusion via Infinite Pixel Learning

Xingchi Chen, Zhuoran Zheng, Xuerui Li, Yuying Chen, Shu Wang, Wenqi Ren

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

Dynamic Brightness Adaptation for Robust Multi-modal Image Fusion

Yiming Sun, Bing Cao, Pengfei Zhu, Qinghua Hu

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

Comments Accepted by IJCAI 2024

Journal ref Proceedings of the Thirty-Third International Joint Conference on Artificial Intelligence,Main Track,Pages 1317-1325, 2024

Searching a Compact Architecture for Robust Multi-Exposure Image Fusion

Zhu Liu, Jinyuan Liu, Guanyao Wu, Zihang Chen, Xin Fan, Risheng Liu

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

Comments 14 pages, 11 figures

Little Strokes Fell Great Oaks: Boosting the Hierarchical Features for Multi-exposure Image Fusion

Pan Mu, Zhiying Du, Jinyuan Liu, Cong Bai

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

Journal ref Proceedings of the 31st ACM International Conference on Multimedia, October 2023, Pages 2985-2993

SAMF: Small-Area-Aware Multi-focus Image Fusion for Object Detection

Xilai Li, Xiaosong Li, Haishu Tan, Jinyang Li

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

Comments Accepted to International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2024

A Dual Domain Multi-exposure Image Fusion Network based on the Spatial-Frequency Integration

Guang Yang, Jie Li, Xinbo Gao

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

MEFLUT: Unsupervised 1D Lookup Tables for Multi-exposure Image Fusion

Ting Jiang, Chuan Wang, Xinpeng Li, Ru Li, Haoqiang Fan, Shuaicheng Liu

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

Hybrid-Supervised Dual-Search: Leveraging Automatic Learning for Loss-free Multi-Exposure Image Fusion

Guanyao Wu, Hongming Fu, Jinyuan Liu, Long Ma, Xin Fan, Risheng Liu

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

An α-Matte Boundary Defocus Model Based Cascaded Network for Multi-focus Image Fusion

Haoyu Ma, Qingmin Liao, Juncheng Zhang, Shaojun Liu, Jing-Hao Xue

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

Comments 10 pages, 8 figures, journal Unfortunately, I cannot spell one of the authors' name coorectly

EMEF: Ensemble Multi-Exposure Image Fusion

Renshuai Liu, Chengyang Li, Haitao Cao, Yinglin Zheng, Ming Zeng, Xuan Cheng

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

Comments Preprint, Accepted by AAAI 2023

Multi-Focus Image Fusion Based on Spatial Frequency(SF) and Consistency Verification(CV) in DCT Domain

Krishnendu K. S.

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

An Attention-based Multi-Scale Feature Learning Network for Multimodal Medical Image Fusion

Meng Zhou, Xiaolan Xu, Yuxuan Zhang

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

Comments 8 pages, 8 figures, 3 tables

End-to-End Learning for Simultaneously Generating Decision Map and Multi-Focus Image Fusion Result

Boyuan Ma, Xiang Yin, Di Wu, Xiaojuan Ban

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

Comments report

Journal ref NeuroComputing 2021

Multi-Focus Image Fusion based on Gradient Transform

Sultan Sevgi Turgut, Mustafa Oral

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

Comments 20 pages, 9 Figures