多模态信息融合

Anisotropic Diffusion for Details Enhancement in Multi-Exposure Image Fusion

Harbinder Singh, Vinay Kumar, Sunil Bhooshan

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

Comments 30 pages

Journal ref ISRN Signal Processing, vol. 2013, Article ID 928971, 18 pages, 2013

Degradation-Robust Fusion: An Efficient Degradation-Aware Diffusion Framework for Multimodal Image Fusion in Arbitrary Degradation Scenarios

抗退化融合：一种高效的抗退化扩散框架，用于任意退化场景下的多模态图像融合

Yu Shi, Yu Liu, Zhong-Cheng Wu, Juan Cheng, Huafeng Li, Xun Chen

机构 * Department of Biomedical Engineering, Hefei University of Technology（合肥工业大学生物医学工程系） ； Faculty 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） ； School of Information Science and Technology, University of Science and Technology of China（中国科学技术大学信息科学技术学院） 纠错

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

AI总结 本文提出一种高效的抗退化扩散框架，用于处理多模态图像融合中的复杂退化场景。该框架通过隐式去噪和联合观测模型校正机制，提升了在复杂退化下的融合性能。

Comments Accepted by CVPR 2026

Hybrid Fusion: One-Minute Efficient Training for Zero-Shot Cross-Domain Image Fusion

混合融合：一分钟高效训练的零样本跨域图像融合

Ran Zhang, Xuanhua He, Liu Liu

机构 * Hefei University of Technology（合肥工业大学） ； 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)；hybrid fusion(title)；分类 cs.CV

AI总结 本文提出一种混合融合框架，通过可学习的U-Net生成动态指导图，结合经典固定拉普拉斯金字塔融合内核，实现高效全分辨率训练，实现零样本跨域图像融合的高效与高性能。

MM2CT: MR-to-CT translation for multi-modal image fusion with mamba

Chaohui Gong, Zhiying Wu, Zisheng Huang, Gaofeng Meng, Zhen Lei, Hongbin Liu

专题命中 通用Image Fusion ：image fusion(title)；multi-modal image fusion(title)；multimodal fusion(abstract)；分类 eess.IV

Center Feature Fusion: Selective Multi-Sensor Fusion of Center-based Objects

Philip Jacobson, Yiyang Zhou, Wei Zhan, Masayoshi Tomizuka, Ming C. Wu

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

Comments Accepted by ICRA 2023

UniFusion: A Unified Image Fusion Framework with Robust Representation and Source-Aware Preservation

UniFusion：一种具有鲁棒表示和源感知保留的统一图像融合框架

Xingyuan Li, Songcheng Du, Yang Zou, HaoYuan Xu, Zhiying Jiang, Jinyuan Liu

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

AI总结 UniFusion通过统一框架实现跨任务泛化，利用DINOv3提取模态一致特征，引入重建对齐损失保持源信息一致性，并采用双层优化策略平衡重建与融合目标，提升融合质量与泛化能力。

Comments 11 pages, 8 figures, published to CVPR2026

Fuse4Seg: Image Fusion for Multi-Modal Medical Segmentation via Bi-level Optimization

Fuse4Seg: 多模态医学分割的图像融合 via 两级优化

Yuchen Guo, Junli Gong, Hongmin Cai, Yiu-ming Cheung, Weifeng Su

机构 * Northwestern University（西北大学） ； Northeastern University（东北大学） ； South China University of Technology（华南理工大学） ； Hong Kong Baptist University（香港 Baptist大学） ； Beijing Normal - Hong Kong Baptist University（北京师范大学-香港 Baptist大学） 纠错

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

AI总结 Fuse4Seg通过两级优化实现多模态医学图像融合，解决视觉与语义间的差距问题，提升分割任务的准确性和临床可解释性。

Self-supervised Multiplex Consensus Mamba for General Image Fusion

自监督多乘共识Mamba用于通用图像融合

Yingying Wang, Rongjin Zhuang, Hui Zheng, Xuanhua He, Ke Cao, Xiaotong Tu, Xinghao Ding

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

AI总结 SMC-Mamba通过自监督多乘共识机制提升通用图像融合性能，有效整合多模态信息并优化下游任务表现。

Comments Accepted by AAAI 2026, 9 pages, 4 figures

Towards Unified Semantic and Controllable Image Fusion: A Diffusion Transformer Approach

迈向统一的语义和可控图像融合：一种扩散变换器方法

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

机构 * Faculty of Computing, Harbin Institute of Technology（哈尔滨工业大学计算机学院） ； Tsinghua Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Electronic Information School, Wuhan University（武汉大学电子信息学院） 纠错

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

AI总结 DiTFuse通过融合图像与自然语言指令，实现端到端、语义感知的图像融合，统一了多种融合任务并在多个基准测试中表现出色。

One Latent Space to Rule All Degradations: Unifying Restoration Knowledge for Image Fusion

Haolong Ma, Hui Li, Chunyang Cheng, Zeyang Zhang, Xiaoqing Luo, Xiaoning Song, Xiao-Jun Wu

机构 * Jiangnan University（江南大学） ； Suzhou University of Science and Technology（苏州科技大学） 纠错

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

WIFE-Fusion:Wavelet-aware Intra-inter Frequency Enhancement for Multi-model Image Fusion

Tianpei Zhang, Jufeng Zhao, Yiming Zhu, Guangmang Cui

机构 * National Natural Science Foundation of China（中华人民共和国国家自然科学基金委员会） 纠错

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

Enhanced Small Target Detection via Multi-Modal Fusion and Attention Mechanisms: A YOLOv5 Approach

Xiaoxiao Ma, Junxiong Tong

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

Comments Accepted by ATC 2024

ReFusion: Learning Image Fusion from Reconstruction with Learnable Loss via Meta-Learning

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

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

Comments This article is published in International Journal of Computer Vision (IJCV), 2024

Journal ref International Journal of Computer Vision, 2024: 1-21

E2E-MFD: Towards End-to-End Synchronous Multimodal Fusion Detection

Jiaqing Zhang, Mingxiang Cao, Weiying Xie, Jie Lei, Daixun Li, Wenbo Huang, Yunsong Li, Xue Yang

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

CoCoNet: Coupled Contrastive Learning Network with Multi-level Feature Ensemble for Multi-modality Image Fusion

Jinyuan Liu, Runjia Lin, Guanyao Wu, Risheng Liu, Zhongxuan Luo, Xin Fan

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

Task-Customized Mixture of Adapters for General Image Fusion

Pengfei Zhu, Yang Sun, Bing Cao, Qinghua Hu

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

Comments Accepted by CVPR 2024

ECG Heartbeat Classification Using Multimodal Fusion

Zeeshan Ahmad, Anika Tabassum, Ling Guan, Naimul Khan

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

AE-Net: Autonomous Evolution Image Fusion Method Inspired by Human Cognitive Mechanism

Aiqing Fang, Xinbo Zhao, Jiaqi Yang, Shihao Cao, Yanning Zhang

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

A Cross-Modal Image Fusion Method Guided by Human Visual Characteristics

Aiqing Fang, Xinbo Zhao, Jiaqi Yang, Yanning Zhang

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

Fast and Efficient Zero-Learning Image Fusion

Fayez Lahoud, Sabine Süsstrunk

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

Comments 13 pages, 10 figures

Sparse Representation based Multi-sensor Image Fusion: A Review

Qiang Zhang, Yi Liu, Rick S. Blum, Jungong Han, Dacheng Tao

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

Comments 19 pages

AngularFuse: A Closer Look at Angle-based Perception for Spatial-Sensitive Multi-Modality Image Fusion

Xiaopeng Liu, Yupei Lin, Sen Zhang, Xiao Wang, Yukai Shi, Liang Lin

机构 * School of Information Engineering, Guangdong University of Technology（广东技术大学信息工程学院） ； TikTok, ByteDance Inc（字节跳动） ； School of Computer Science, Anhui University（安徽大学计算机科学学院） ； School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） 纠错

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

Comments For the first time, angle-based perception was introduced into the multi-modality image fusion task

Towards Comprehensive Real-Time Scene Understanding in Ophthalmic Surgery through Multimodal Image Fusion

通过多模态图像融合实现眼科手术中的全面实时场景理解

Nikolo Rohrmoser, Ghazal Ghazaei, Michael Sommersperger, Nassir Navab

机构 * Technical University of Munich（慕尼黑工业大学） ； Carl Zeiss AG（卡尔蔡司公司） 纠错

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

AI总结 本文提出一种多模态实时网络架构，用于联合仪器检测、关键点定位和工具-组织距离估计，通过多模态图像融合提升手术场景理解的准确性和实时性。

Multimodal Image Fusion based on Hybrid CNN-Transformer and Non-local Cross-modal Attention

Yu Yuan, Jiaqi Wu, Zhongliang Jing, Henry Leung, Han Pan

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

TaGAT: Topology-Aware Graph Attention Network For Multi-modal Retinal Image Fusion

Xin Tian, Nantheera Anantrasirichai, Lindsay Nicholson, Alin Achim

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

Comments 11 pages, 2 figures, accepted by MICCAI 2024

Image Fusion in Remote Sensing: An Overview and Meta Analysis

Hessah Albanwan, Rongjun Qin, Yang Tang

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

Comments 21pages, 10 figures

Multi-modal Medical Neurological Image Fusion using Wavelet Pooled Edge Preserving Autoencoder

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

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

Comments 8 pages, 5 figures, 6 tables

Panchromatic and Multispectral Image Fusion via Alternating Reverse Filtering Network

Keyu Yan, Man Zhou, Jie Huang, Feng Zhao, Chengjun Xie, Chongyi Li, Danfeng Hong

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

Journal ref NeurIPS2022

LAConv: Local Adaptive Convolution for Image Fusion

Zi-Rong Jin, Liang-Jian Deng, Tai-Xiang Jiang, Tian-Jing Zhang

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

An Image Fusion Scheme for Single-Shot High Dynamic Range Imaging with Spatially Varying Exposures

Chihiro Go, Yuma Kinoshita, Sayaka Shiota, Hitoshi Kiya

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