多模态信息融合

UMCFuse: A Unified Multiple Complex Scenes Infrared and Visible Image Fusion Framework

Xilai Li, Xiaosong Li, Tianshu Tan, Huafeng Li, Tao Ye

机构 * Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology, School of Physics and Optoelectronic Engineering, Foshan University（广东-香港-澳门联合智能微纳光电技术实验室，物理与光电工程学院，佛山大学） ； School of Engineering, Hong Kong University of Science and Technology（工程学院，香港科学与技术大学） ； School of Information Engineering and Automation, Kunming University of Science and Technology（信息工程与自动化学院，昆明理工大学） ； School of Mechanical Electronic and Information Engineering, China University of Mining and Technology（机械电子与信息工程学院，中国矿业大学） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments Published in IEEE-TIP 2025

Direction-aware multi-scale gradient loss for infrared and visible image fusion

Kaixuan Yang, Wei Xiang, Zhenshuai Chen, Tong Jin, Yunpeng Liu

机构 * Key Laboratory of Opto-Electronic Information Processing, Chinese Academy of Sciences（光电信息处理重点实验室，中国科学院） ； Shenyang Institute of Automation, Chinese Academy of Sciences（沈阳自动化研究所，中国科学院） ； University of Chinese Academy of Sciences, Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Coupled Degradation Modeling and Fusion: A VLM-Guided Degradation-Coupled Network for Degradation-Aware Infrared and Visible Image Fusion

Tianpei Zhang, Jufeng Zhao, Yiming Zhu, Guangmang Cui

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

SSPFusion: A Semantic Structure-Preserving Approach for Infrared and Visible Image Fusion

Qiao Yang, Yu Zhang, Yutong Chen, Jian Zhang, Shunli Zhang

机构 * School of Software Engineering, Beijing Jiaotong University（北京交通大学软件工程学院） ； School of Astronautics, Beihang University（北航航天学院） ； Faculty of Engineering and Information Technology, University of Melbourne（墨尔本大学工程与信息技术学院） ； Ordos Laboratory, Ordos（鄂尔多斯实验室） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title)；medical image fusion(abstract)；分类 cs.CV

Comments Accepted by Expert Systems with Applications (ESWA)

MoCTEFuse: Illumination-Gated Mixture of Chiral Transformer Experts for Multi-Level Infrared and Visible Image Fusion

Li Jinfu, Song Hong, Xia Jianghan, Lin Yucong, Wang Ting, Shao Long, Fan Jingfan, Yang Jian

机构 * School of Optics and Photonics, Beijing Institute of Technology（光学与光电学院，北京理工大学） ； School of Computer Science and Technology, Beijing Institute of Technology（计算机科学与技术学院，北京理工大学） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Infrared and Visible Image Fusion Based on Implicit Neural Representations

Shuchen Sun, Ligen Shi, Chang Liu, Lina Wu, Jun Qiu

机构 * College of Computer Science, Beijing Information Science and Technology University（北京信息科技大学计算机学院） ； School of Mathematical Sciences, Capital Normal University（首都师范大学数学学院） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

TeSG: Textual Semantic Guidance for Infrared and Visible Image Fusion

Mingrui Zhu, Xiru Chen, Xin Wei, Nannan Wang, Xinbo Gao

机构 * Xidian University（西电大学） ； Chongqing University of Post and Telecommunications（重庆邮电大学） 纠错

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments 11 pages, 6 figures

GrFormer: A Novel Transformer on Grassmann Manifold for Infrared and Visible Image Fusion

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

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

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments 16 pages, 11 figures

Causality-Driven Infrared and Visible Image Fusion

Linli Ma, Suzhen Lin, Jianchao Zeng, Zanxia Jin, Yanbo Wang, Fengyuan Li, Yubing Luo

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

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 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

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 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments Accepted by CVPR 2025

$\textrm{A}^{\textrm{2}}$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 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

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 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Infrared and Visible Image Fusion: From Data Compatibility to Task Adaption

Jinyuan Liu, Guanyao Wu, Zhu Liu, Di Wang, Zhiying Jiang, Long Ma, Wei Zhong, Xin Fan, Risheng Liu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

A Multi-scale Information Integration Framework for Infrared and Visible Image Fusion

Guang Yang, Jie Li, Hanxiao Lei, Xinbo Gao

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Dif-Fusion: Towards High Color Fidelity in Infrared and Visible Image Fusion with Diffusion Models

Jun Yue, Leyuan Fang, Shaobo Xia, Yue Deng, Jiayi Ma

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments This work has been submitted to the IEEE for possible publication

CHITNet: A Complementary to Harmonious Information Transfer Network for Infrared and Visible Image Fusion

Keying Du, Huafeng Li, Yafei Zhang, Zhengtao Yu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

DAF-Net: A Dual-Branch Feature Decomposition Fusion Network with Domain Adaptive for Infrared and Visible Image Fusion

Jian Xu, Xin He

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments 5pages,4figures

HSFusion: A high-level vision task-driven infrared and visible image fusion network via semantic and geometric domain transformation

Chengjie Jiang, Xiaowen Liu, Bowen Zheng, Lu Bai, Jing Li

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

IAIFNet: An Illumination-Aware Infrared and Visible Image Fusion Network

Qiao Yang, Yu Zhang, Zijing Zhao, Jian Zhang, Shunli Zhang

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments Accept by IEEE Signal Processing Letters

Dual-modal Prior Semantic Guided Infrared and Visible Image Fusion for Intelligent Transportation System

Jing Li, Lu Bai, Bin Yang, Chang Li, Lingfei Ma, Lixin Cui, Edwin R. Hancock

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

From Text to Pixels: A Context-Aware Semantic Synergy Solution for Infrared and Visible Image Fusion

Xingyuan Li, Yang Zou, Jinyuan Liu, Zhiying Jiang, Long Ma, Xin Fan, Risheng Liu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments 10 pages, 12 figures, 3 tables, conference

Graph Representation Learning for Infrared and Visible Image Fusion

Jing Li, Lu Bai, Bin Yang, Chang Li, Lingfei Ma, Edwin R. Hancock

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

LE2Fusion: A novel local edge enhancement module for infrared and visible image fusion

Yongbiao Xiao, Hui Li, Chunyang Cheng, Xiaoning Song

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Breaking Free from Fusion Rule: A Fully Semantic-driven Infrared and Visible Image Fusion

Yuhui Wu, Zhu Liu, Jinyuan Liu, Xin Fan, Risheng Liu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Interactive Feature Embedding for Infrared and Visible Image Fusion

Fan Zhao, Wenda Zhao, Huchuan Lu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration

Di Wang, Jinyuan Liu, Xin Fan, Risheng Liu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

TGFuse: An Infrared and Visible Image Fusion Approach Based on Transformer and Generative Adversarial Network

Dongyu Rao, Xiao-Jun Wu, Tianyang Xu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Infrared and visible image fusion using Latent Low-Rank Representation

Hui Li, Xiao-Jun Wu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV

Comments 6 pages, 8 figures, 1 tables

Infrared and visible image fusion based on Multi-State Contextual Hidden Markov Model

Xiaoqing Luo, Yuting Jiang, Anqi Wang, Zhancheng Zhang, Xiao-Jun Wu

专题命中 红外-可见光融合 ：image fusion(title,abstract)；infrared and visible(title,abstract)；分类 cs.CV