多模态信息融合

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

Spatial, Temporal, and Geometric Fusion for Remote Sensing Images

Hessah Albanwan

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

Comments Ph.D. Dissertation, Geospatial Data Analytics Lab, The Ohio State University, 2022

Bridging Remote Sensors with Multisensor Geospatial Foundation Models

Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein

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

Comments Accepted to CVPR

An Integrated Neighborhood and Scale Information Network for Open-Pit Mine Change Detection in High-Resolution Remote Sensing Images

Zilin Xie, Kangning Li, Jinbao Jiang, Jinzhong Yang, Xiaojun Qiao, Deshuai Yuan, Cheng Nie

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

DAMSDet: Dynamic Adaptive Multispectral Detection Transformer with Competitive Query Selection and Adaptive Feature Fusion

Junjie Guo, Chenqiang Gao, Fangcen Liu, Deyu Meng, Xinbo Gao

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

Common Practices and Taxonomy in Deep Multi-view Fusion for Remote Sensing Applications

Francisco Mena, Diego Arenas, Marlon Nuske, Andreas Dengel

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

Comments appendix with additional tables. Preprint submitted to journal

Journal ref IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, pp. 1-21 (2024)

Complementing Onboard Sensors with Satellite Map: A New Perspective for HD Map Construction

Wenjie Gao, Jiawei Fu, Yanqing Shen, Haodong Jing, Shitao Chen, Nanning Zheng

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

Comments Accepted by ICRA 2024

Temporal Embeddings: Scalable Self-Supervised Temporal Representation Learning from Spatiotemporal Data for Multimodal Computer Vision

Yi Cao, Swetava Ganguli, Vipul Pandey

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

Comments Extended abstract accepted for presentation at BayLearn 2023. 3 pages, 7 figures. Abstract based on IEEE IGARSS 2023 research track paper: arXiv:2304.13143

Optimal Wildfire Escape Route Planning for Drones under Dynamic Fire and Smoke

Chang Liu, Tamas Sziranyi

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

Comments 6 pages, 8 figures, conference

HyperKon: A Self-Supervised Contrastive Network for Hyperspectral Image Analysis

Daniel L Ayuba, Belen Marti-Cardona, Jean-Yves Guillemaut, Oscar Mendez Maldonado

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

Comments 10 pages, 8 figures

Does complimentary information from multispectral imaging improve face presentation attack detection?

Narayan Vetrekar, Raghavendra Ramachandra, Sushma Venkatesh, Jyoti D. Pawar, R. S. Gad

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

Comments Accepted in International IEEE Applied Sensing Conference (IEEE APSCON) 2024

HeightFormer: A Multilevel Interaction and Image-adaptive Classification-regression Network for Monocular Height Estimation with Aerial Images

Zhan Chen, Yidan Zhang, Xiyu Qi, Yongqiang Mao, Xin Zhou, Lulu Niu, Hui Wu, Lei Wang, Yunping Ge

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

Fusion of Satellite Images and Weather Data with Transformer Networks for Downy Mildew Disease Detection

William Maillet, Maryam Ouhami, Adel Hafiane

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

Learning Across Decentralized Multi-Modal Remote Sensing Archives with Federated Learning

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

Comments Accepted at IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2023. Our code is available at https://git.tu-berlin.de/rsim/MM-FL

SuperYOLO: Super Resolution Assisted Object Detection in Multimodal Remote Sensing Imagery

Jiaqing Zhang, Jie Lei, Weiying Xie, Zhenman Fang, Yunsong Li, Qian Du

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

Comments The article is accepted by IEEE Transactions on Geoscience and Remote Sensing