多模态信息融合

Structure-Preserving Unpaired Image Translation to Photometrically Calibrate JunoCam with Hubble Data

保持结构的未配对图像翻译以利用哈勃数据校准朱诺相机

Aditya Pratap Singh, Shrey Shah, Ramanakumar Sankar, Emma Dahl, Gerald Eichstädt, Georgios Georgakis, Bernadette Bucher

专题命中 遥感融合与全色锐化 ：pansharpening(abstract)；分类 cs.CV

AI总结 本文提出了一种保持结构的未配对图像翻译方法，用于利用哈勃数据校准朱诺相机，以解决分辨率差异问题并提升遥感数据处理效果。

Diffusion Algorithm for Metalens Optical Aberration Correction

金属镜面扩散算法用于光学像差校正

Harshana Weligampola, Yuanrui Chen, Weiheng Tang, Qi Guo, Stanley H. Chan

专题命中 遥感融合与全色锐化 ：pansharpening(abstract)；分类 eess.IV

AI总结 本文提出基于扩散模型的金属镜面像差校正算法，通过融合结构图像与颜色提示图像，实现高清晰度全色图像重建。

Comments 5 pages, 4 figures

MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model

MFmamba：基于状态空间模型的多功能网络用于全色图像分辨率恢复

Qian Jiang, Qianqian Wang, Xin Jin, Michal Wozniak, Shaowen Yao, Wei Zhou

专题命中 遥感融合与全色锐化 ：pansharpening(abstract)；分类 cs.CV

AI总结 MFmamba通过三种不同输入实现高空间分辨率彩色图像恢复，结合UNet++、Mamba Upsample Block和Dual Pool Attention，提升超分辨率与光谱恢复性能。

Comments 9 pages, 9 figures. This paper has been accepted for publication in AAAI-2026

3MOS: Multi-sources, Multi-resolutions, and Multi-scenes dataset for Optical-SAR image matching

Yibin Ye, Xichao Teng, Shuo Chen, Yijie Bian, Tao Tan, Zhang Li

机构 * National University of Defense Technology（国防科技大学） ； Macao Polytechnic University（澳门理工学院） 纠错

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

Comments 20pages 17 figures

Journal ref Visual Intelligence, 3(1), 1-27 (2025)

Multi-modal Spatio-Temporal Transformer for High-resolution Land Subsidence Prediction

Wendong Yao, Binhua Huang, Soumyabrata Dev

机构 * ADAPT SFI Research Centre, School of Computer Science, University College Dublin（ADAPT SFI研究所以及计算机科学学院，都柏林大学学院） 纠错

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

Comments This paper is submitted to IEEE Transactions on Geoscience and Remote Sensing for reviewing

A Modality-Tailored Graph Modeling Framework for Urban Region Representation via Contrastive Learning

Yaya Zhao, Kaiqi Zhao, Zixuan Tang, Zhiyuan Liu, Xiaoling Lu, Yalei Du

机构 * Center for Applied Statistics, School of Statistics, Innovation Platform, Renmin University of China（应用统计中心、统计学院、创新平台、中国人民大学） ； Harbin Institute of Technology, Shenzhen（哈尔滨工业大学深圳学院） 纠错

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

Controllable Reference Guided Diffusion with Local Global Fusion for Real World Remote Sensing Image Super Resolution

Ce Wang, Wanjie Sun

机构 * School of Remote Sensing and Information Engineering, Wuhan University（遥感与信息工程学院，武汉大学） 纠错

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

RS3DBench: A Comprehensive Benchmark for 3D Spatial Perception in Remote Sensing

Jiayu Wang, Ruizhi Wang, Jie Song, Haofei Zhang, Mingli Song, Zunlei Feng, Li Sun

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Software College of Zhejiang University（浙江大学软件学院） ； Hangzhou City University（杭州市大学） 纠错

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

Comments 26 pages, 4 figures

Filling the Gaps: A Multitask Hybrid Multiscale Generative Framework for Missing Modality in Remote Sensing Semantic Segmentation

Nhi Kieu, Kien Nguyen, Arnold Wiliem, Clinton Fookes, Sridha Sridharan

机构 * School of Electrical Engineering and Robotics, Queensland University of Technology（电气工程与机器人学学院，昆士兰理工大学） ； Shield AI 纠错

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

Comments Accepted to DICTA 2025

SpecSwin3D: Generating Hyperspectral Imagery from Multispectral Data via Transformer Networks

Tang Sui, Songxi Yang, Qunying Huang

机构 * Department of Geography, University of Wisconsin-Madison（威斯康星大学麦迪逊分校地理系） 纠错

专题命中 遥感融合与全色锐化 ：pan-sharpening(abstract)；分类 cs.CV

CSFMamba: Cross State Fusion Mamba Operator for Multimodal Remote Sensing Image Classification

Qingyu Wang, Xue Jiang, Guozheng Xu

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 5 pages, 2 figures, accpeted by 2025 IEEE International Geoscience and Remote Sensing Symposium(IGARSS 2025),not published yet

SAR Strikes Back: A New Hope for RSVQA

Lucrezia Tosato, Flora Weissgerber, Laurent Wendling, Sylvain Lobry

机构 * LIPADE, Université Paris Cité（巴黎Cité大学LIPADE研究所） ； GENCI-IDRIS ； French Aerospace Lab, ONERA（法国航空航天实验室ONERA） 纠错

专题命中 遥感融合与全色锐化 ：decision-level fusion(abstract)；分类 cs.CV

Comments Accepted at IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13 pages, 6 figures

Journal ref 10.1109/JSTARS.2025.3596678

Juggling With Representations: On the Information Transfer Between Imagery, Point Clouds, and Meshes for Multi-Modal Semantics

Dominik Laupheimer, Norbert Haala

机构 * Institute for Photogrammetry, University of Stuttgart, Germany（摄影测量研究所，斯图加特大学，德国） 纠错

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

City-VLM: Towards Multidomain Perception Scene Understanding via Multimodal Incomplete Learning

Penglei Sun, Yaoxian Song, Xiangru Zhu, Xiang Liu, Qiang Wang, Yue Liu, Changqun Xia, Tiefeng Li, Yang Yang, Xiaowen Chu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Zhejiang University（浙江大学） ； Fudan University（复旦大学） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） ； Terminus Technologies Co., Ltd. ； Pengcheng Laboratory（鹏城实验室） 纠错

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

From Physics to Foundation Models: A Review of AI-Driven Quantitative Remote Sensing Inversion

Zhenyu Yu, Mohd Yamani Idna Idris, Hua Wang, Pei Wang, Junyi Chen, Kun Wang

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

Simultaneous Super-Resolution of Spatial and Spectral Imaging with a Camera Array and Notch Filters

Peng Lin, Xuesong Wang, Yating Chen, Xianyu Wu, Feng Huang, Shouqian Chen

专题命中 遥感融合与全色锐化 ：pan-sharpening(abstract)；分类 eess.IV

Attention-Based Ensemble Learning for Crop Classification Using Landsat 8-9 Fusion

Zeeshan Ramzan, Nisar Ahmed, Qurat-ul-Ain Akram, Shahzad Asif, Muhammad Shahbaz, Rabin Chakrabortty, Ahmed F. Elaksher

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

Comments Under review in Earth Systems and Environment

Semantic Localization Guiding Segment Anything Model For Reference Remote Sensing Image Segmentation

Shuyang Li, Shuang Wang, Zhuangzhuang Sun, Jing Xiao

机构 * School of Artificial Intelligence, Xidian University（西安电子科技大学人工智能学院） ； Shaanxi Satellite Application Center for Natural Resources（陕西省自然资源卫星应用中心） 纠错

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

A Comprehensive Survey for Hyperspectral Image Classification: The Evolution from Conventional to Transformers and Mamba Models

Muhammad Ahmad, Salvatore Distifano, Adil Mehmood Khan, Manuel Mazzara, Chenyu Li, Hao Li, Jagannath Aryal, Yao Ding, Gemine Vivone, Danfeng Hong

机构 * Department of Computer Science, National University of Computer and Emerging Sciences（计算机科学系，国立计算机与新兴科学大学） ； Dipartimento di Matematica e Informatica-MIFT, University of Messina（数学与信息学系-MIFT，墨西拿大学） ； School of Computer Science, University of Hull（计算机科学学院，赫尔大学） ； Institute of Software Development and Engineering, Innopolis University（软件开发与工程研究所，因诺波利斯大学） ； Aerospace Information Research Institute, Chinese Academy of Sciences（航空信息研究所，中国科学院） ； Big Geospatial Data Management, Technical University of Munich（大规模地理空间数据管理，慕尼黑技术大学） ； Department of Infrastructure Engineering, University of Melbourne（基础设施工程系，墨尔本大学） ； Intelligent Control Laboratory, PLA Rocket Force University of Engineering（智能控制实验室，中国人民解放军火箭军工程大学） ； Institute of Methodologies for Environmental Analysis, National Research Council（环境分析方法研究所，国家研究理事会） ； School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences（电子、电气与通信工程学院，中国科学院大学） 纠错

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

SeaMo: A Season-Aware Multimodal Foundation Model for Remote Sensing

Xuyang Li, Chenyu Li, Gemine Vivone, Danfeng Hong

机构 * Aerospace Information Research Institute, Chinese Academy of Sciences（中国科学院 aerospace information research institute） ； School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences（中国科学院大学电子电气与通信工程学院） ； School of Mathematics and Statistics, Southeast University（东南大学数学与统计学院） ； Institute of Methodologies for Environmental Analysis, National Research Council, CNR-IMAA（国家研究理事会环境分析方法研究所） ； Graduate School of Frontier Sciences, the University of Tokyo（东京大学前沿科学研究生院） 纠错

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

A Survey on Remote Sensing Foundation Models: From Vision to Multimodality

Ziyue Huang, Hongxi Yan, Qiqi Zhan, Shuai Yang, Mingming Zhang, Chenkai Zhang, YiMing Lei, Zeming Liu, Qingjie Liu, Yunhong Wang

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

A Multi-Modal Federated Learning Framework for Remote Sensing Image Classification

Barış Büyüktaş, Gencer Sumbul, Begüm Demir

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

M$^3$amba: CLIP-driven Mamba Model for Multi-modal Remote Sensing Classification

Mingxiang Cao, Weiying Xie, Xin Zhang, Jiaqing Zhang, Kai Jiang, Jie Lei, Yunsong Li

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

HetSSNet: Spatial-Spectral Heterogeneous Graph Learning Network for Panchromatic and Multispectral Images Fusion

Mengting Ma, Yizhen Jiang, Mengjiao Zhao, Jiaxin Li, Wei Zhang

专题命中 遥感融合与全色锐化 ：pansharpening(abstract)；分类 cs.CV

Multimodal Remote Sensing Scene Classification Using VLMs and Dual-Cross Attention Networks

Jinjin Cai, Kexin Meng, Baijian Yang, Gang Shao

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

Set-CLIP: Exploring Aligned Semantic From Low-Alignment Multimodal Data Through A Distribution View

Zijia Song, Zelin Zang, Yelin Wang, Guozheng Yang, Kaicheng yu, Wanyu Chen, Miaoyu Wang, Stan Z. Li

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

Surveying You Only Look Once (YOLO) Multispectral Object Detection Advancements, Applications And Challenges

James E. Gallagher, Edward J. Oughton

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

Spectral-Spatial Mamba for Hyperspectral Image Classification

Lingbo Huang, Yushi Chen, Xin He

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

Comments 23 pages

Journal ref Remote Sens. 2024, 16, 2449

Addressing single object tracking in satellite imagery through prompt-engineered solutions

Athena Psalta, Vasileios Tsironis, Andreas El Saer, Konstantinos Karantzalos

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

Comments Accepted at the 2024 IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation

Mushui Liu, Jun Dan, Ziqian Lu, Yunlong Yu, Yingming Li, Xi Li

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

Comments 5 pages, 6 figures