多模态信息融合

Multimodal fusion for sea level anomaly forecasting

Guosong Wang, Xidong Wang, Xinrong Wu, Kexiu Liu, Yiquan Qi, Chunjian Sun, Hongli Fu

专题命中 遥感融合与全色锐化 ：multimodal fusion(title,abstract)

Segment-based fusion of multi-sensor multi-scale satellite soil moisture retrievals

Reza Attarzadeh, Hossein Bagheri, Iman Khosravi, Saeid Niazmardi, Davood Akbarid

专题命中 遥感融合与全色锐化 ：image fusion(abstract)；sensor fusion(abstract)；multi-sensor fusion(abstract)；分类 eess.IV

Journal ref REMOTE SENSING LETTERS, 2022, VOL 13, NO 12, 1260-1270

Uncertainty-Aware Multimodal Fusion for Oral Lesion Classification

面向口腔病变分类的患者感知多模态RGB-HSI融合：通过增量启发式元学习

Soujanya Hazra, Rupam Mukherjee, Rajkumar Daniel, Shirin Dasgupta, Subhamoy Mandal

机构 * 1 School of Medical Science \& Technology, IIT Kharagpur, India 2 Department of Electrical Engineering, IIT Kharagpur, India 3 Dr. B.C. Roy Multispeciality Medical Research Centre, IIT Kharagpur, India 纠错

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 cs.CV、eess.IV

AI总结 本文提出了一种面向口腔病变分类的患者感知多模态RGB-HSI融合方法，结合深度学习、光谱分析和人口统计数据，通过增量启发式元学习提升诊断鲁棒性。

Comments Accepted at MICCAI MultiTab Workshop 2026

NGPS: GPS-Denied Aerial Geo-Localization and 2.5D Reconstruction via Deep Satellite Image Matching and Multi-Rate Sensor Fusion

NGPS：通过深度卫星图像匹配和多速率传感器融合实现无GPS的航空地理定位和2.5D重建

Sanket Sharma

专题命中 遥感融合与全色锐化 ：sensor fusion(title)；分类 cs.CV、cs.RO

AI总结 研究针对高空无人机视觉地理定位问题，提出NGPS框架，通过深度卫星图像匹配及多速率传感器融合实现无GPS绝对定位，结合多种技术，经实验在五个飞行序列上取得良好效果，相比单目VIO有显著提升，且能实时运行并部分开源。

Comments 9 pages (8-page paper + IEEE copyright/citation cover page), 6 figures. Accepted to IEEE/RSJ IROS 2026

Self-Learning Hyperspectral and Multispectral Image Fusion via Adaptive Residual Guided Subspace Diffusion Model

Jian Zhu, He Wang, Yang Xu, Zebin Wu, Zhihui Wei

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China（计算机科学与工程学院，南京理工大学，南京，中国） 纠错

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments cvpr

Degradation Alchemy: Self-Supervised Unknown-to-Known Transformation for Blind Hyperspectral Image Fusion

He Huang, Yong Chen, Yujun Guo, Wei He

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

HyFusion: Enhanced Reception Field Transformer for Hyperspectral Image Fusion

Chia-Ming Lee, Yu-Fan Lin, Yu-Hao Ho, Li-Wei Kang, Chih-Chung Hsu

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments Submitted to IGARSS 2025

Hipandas: Hyperspectral Image Joint Denoising and Super-Resolution by Image Fusion with the Panchromatic Image

Shuang Xu, Zixiang Zhao, Haowen Bai, Chang Yu, Jiangjun Peng, Xiangyong Cao, Deyu Meng

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representations

Ting Wang, Zipei Yan, Jizhou Li, Xile Zhao, Chao Wang, Michael Ng

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Multispectral Stereo-Image Fusion for 3D Hyperspectral Scene Reconstruction

Eric L. Wisotzky, Jost Triller, Anna Hilsmann, Peter Eisert

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments VISAPP 2024 - 19th International Conference on Computer Vision Theory and Applications

Journal ref In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP; ISBN 978-989-758-679-8, SciTePress, pages 88-99, 2024

CSAKD: Knowledge Distillation with Cross Self-Attention for Hyperspectral and Multispectral Image Fusion

Chih-Chung Hsu, Chih-Chien Ni, Chia-Ming Lee, Li-Wei Kang

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments Submitted to TIP 2024

Physics-Inspired Degradation Models for Hyperspectral Image Fusion

Jie Lian, Lizhi Wang, Lin Zhu, Renwei Dian, Zhiwei Xiong, Hua Huang

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Hyperspectral Image Fusion via Logarithmic Low-rank Tensor Ring Decomposition

Jun Zhang, Lipeng Zhu, Chao Wang, Shutao Li

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments 21 pages

Robust Hyperspectral Image Fusion with Simultaneous Guide Image Denoising via Constrained Convex Optimization

Saori Takeyama, Shunsuke Ono

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Comments Accepted to IEEE Transactions on Geoscience and Remote Sensing

Information fusion approach for biomass estimation in a plateau mountainous forest using a synergistic system comprising UAS-based digital camera and LiDAR

Rong Huang, Wei Yao, Zhong Xu, Lin Cao, Xin Shen

专题命中 遥感融合与全色锐化 ：information fusion(title)；分类 cs.CV、eess.IV

Two Headed Dragons: Multimodal Fusion and Cross Modal Transactions

Rupak Bose, Shivam Pande, Biplab Banerjee

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 cs.CV、eess.IV

Comments Accepted in IEEE International conference on Image Processing (ICIP), 2021

Fully Polarimetric SAR and Single-Polarization SAR Image Fusion Network

Liupeng Lin, Jie Li, Huanfeng Shen, Lingli Zhao, Qiangqiang Yuan, Xinghua Li

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Hyperspectral-Multispectral Image Fusion with Weighted LASSO

Nguyen Tran, Rupali Mankar, David Mayerich, Zhu Han

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

Hyperspectral and multispectral image fusion under spectrally varying spatial blurs -- Application to high dimensional infrared astronomical imaging

Claire Guilloteau, Thomas Oberlin, Olivier Berné, Nicolas Dobigeon

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV、eess.IV

SatFusion: A Unified Framework for Enhancing Remote Sensing Images via Multi-Frame and Multi-Source Images Fusion

SatFusion: 一种通过多帧和多源图像融合增强遥感图像的统一框架

Yufei Tong, Guanjie Cheng, Peihan Wu, Feiyi Chen, Xinkui Zhao, Shuiguang Deng

机构 * Zhejiang University（浙江大学） 纠错

专题命中 遥感融合与全色锐化 ：image fusion(abstract)；pansharpening(abstract)；分类 cs.CV、eess.IV、cs.MM

AI总结 本文提出SatFusion框架，通过融合多帧和多源图像提升遥感图像质量，解决传统方法在结构先验和对齐问题上的不足，实现更鲁棒的重建。

Multiresolution Fully Convolutional Networks to detect Clouds and Snow through Optical Satellite Images

Debvrat Varshney, Claudio Persello, Prasun Kumar Gupta, Bhaskar Ramachandra Nikam

专题命中 遥感融合与全色锐化 ：sensor fusion(abstract)；multi-sensor fusion(abstract)；分类 cs.CV、eess.IV、eess.SP

Optimized Embedded Implementation of Hyperspectral-Multispectral Image Fusion on Raspberry Pi

树莓派上高光谱-多光谱图像融合的优化嵌入式实现

Salah Eddine Brezini, Okba Bekhelifi, Oussama Mezouar, Chams Eddine Choucha, Sarra Boukhacheba, Fethi Abdelatif Dali

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 eess.IV

AI总结 针对高光谱图像数据量大难实时处理的问题，提出将密集运算迁移到特定框架结合XNNPACK后端进行优化的方法，在树莓派5平台部署，显著减少计算时间并保留融合质量，适用于相关遥感应用。

Comments paper is accepted for presentation at EDiS'2026: IEEE 5th International Conference on Embedded and Distributed Systems, Oran, Algeria, November 2-5, 2026

AMFD: Distillation via Adaptive Multimodal Fusion for Multispectral Pedestrian Detection

AMFD：基于自适应多模态融合的多光谱行人检测知识蒸馏

Zizhao Chen, Yeqiang Qian, Xiaoxiao Yang, Chunxiang Wang, Ming Yang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Key Laboratory of System Control and Information Processing, Ministry of Education of China（系统控制与信息处理教育部重点实验室） 纠错

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 cs.CV

AI总结 本文提出AMFD框架，通过自适应多模态融合模块有效利用教师网络的原始模态特征，提升学生网络性能，实验表明其在减少漏检率和提升平均精度方面优于现有方法。

Comments Accepted by IEEE Transactions on Multimedia

HSSDCT: Factorized Spatial-Spectral Correlation for Hyperspectral Image Fusion

HSSDCT：用于超分辨率图像融合的分解空间-光谱相关性

Chia-Ming Lee, Yu-Hao Ho, Yu-Fan Lin, Jen-Wei Lee, Li-Wei Kang, Chih-Chung Hsu

机构 * Institute of Data Science, National Cheng Kung University（国立云林大学资料科学研究所） ； Institute of Intelligent Systems, National Yang Ming Chiao Tung University（阳明交通大学智能系统研究所） ； Department of Electrical Engineering, National Taiwan Normal University（台湾师范大学电子工程系） 纠错

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV

AI总结 HSSDCT通过分解空间和光谱依赖性，提出了一种高效的超光谱图像融合方法，实现了高重建质量与低计算成本。

Comments Accepted by ICASSP 2026

HyperPointFormer: Multimodal Fusion in 3D Space with Dual-Branch Cross-Attention Transformers

HyperPointFormer: 在三维空间中通过双分支交叉注意力变换器实现多模态融合

Aldino Rizaldy, Richard Gloaguen, Fabian Ewald Fassnacht, Pedram Ghamisi

机构 * Helmholtz-Zentrum Dresden-Rossendorf (HZDR)（德累斯顿-罗斯托克亥姆霍尔茨研究中心） ； Freie Universität Berlin（柏林自由大学） 纠错

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 cs.CV

AI总结 HyperPointFormer通过双分支交叉注意力Transformer在三维空间中融合多模态数据，提升城市场景土地利用分类的精度与灵活性。

Journal ref IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 18, pp. 21254-21274, 2025

PCaM: A Progressive Focus Attention-Based Information Fusion Method for Improving Vision Transformer Domain Adaptation

Zelin Zang, Fei Wang, Liangyu Li, Jinlin Wu, Chunshui Zhao, Zhen Lei, Baigui Sun

机构 * Westlake Institute for Advanced Studies（西湖研究学院） ； Centre for Artificial Intelligence（人工智能中心） ； State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS)（多模态人工智能系统国家重点实验室） ； Institute of Automation（自动化研究所） ； Chinese Academy of Sciences (CASIA)（中国科学院） ； School of Artificial Intelligence（人工智能学院） ； University of Chinese Academy of Sciences (UCAS)（中国科学院大学） ； Alibaba Group（阿里巴巴集团） ； School of Computer Science（计算机学院） ； Engineering, the Faculty of Innovation Engineering, Macau University of Science（工程学院，创新工程 faculty，澳门科学大学） ； Microsoft（微软公司） 纠错

专题命中 遥感融合与全色锐化 ：information fusion(title)；分类 cs.CV

Unsupervised Multimodal Fusion of In-process Sensor Data for Advanced Manufacturing Process Monitoring

Matthew McKinney, Anthony Garland, Dale Cillessen, Jesse Adamczyk, Dan Bolintineanu, Michael Heiden, Elliott Fowler, Brad L. Boyce

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 eess.SP

Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data

Ivica Dimitrovski, Vlatko Spasev, Ivan Kitanovski

专题命中 遥感融合与全色锐化 ：multimodal fusion(title)；分类 cs.CV

Hyperspectral and Multispectral Image Fusion based on a Sparse Representation

Qi Wei, José Bioucas-Dias, Nicolas Dobigeon, Jean-Yves Tourneret

专题命中 遥感融合与全色锐化 ：image fusion(title)；分类 cs.CV

Multi-Modal Fusion Transformer for Visual Question Answering in Remote Sensing

Tim Siebert, Kai Norman Clasen, Mahdyar Ravanbakhsh, Begüm Demir

专题命中 遥感融合与全色锐化 ：multi-modal fusion(title)；分类 cs.CV

Comments Accepted in SPIE Remote Sensing (ESI22R)