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A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-02-13 DOI: 10.1109/mgrs.2025.3533605
Lei Ding, Danfeng Hong, Maofan Zhao, Hongruixuan Chen, Chenyu Li, Jie Deng, Naoto Yokoya, Lorenzo Bruzzone, Jocelyn Chanussot
{"title":"A Survey of Sample-Efficient Deep Learning for Change Detection in Remote Sensing: Tasks, strategies, and challenges","authors":"Lei Ding, Danfeng Hong, Maofan Zhao, Hongruixuan Chen, Chenyu Li, Jie Deng, Naoto Yokoya, Lorenzo Bruzzone, Jocelyn Chanussot","doi":"10.1109/mgrs.2025.3533605","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3533605","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"47 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143417531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Facilitating the Golden Age of Synthetic Aperture Radar: New tools, services, and training to make synthetic aperture radar data more accessible 促进合成孔径雷达的黄金时代：使合成孔径雷达数据更易获取的新工具、服务和培训
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-02-11 DOI: 10.1109/mgrs.2025.3526588
Franz J. Meyer, Kirk Hogenson, Joseph H. Kennedy, Alex F. Lewandowski, R. Wade Albright, Gregory Short, Africa I. Flores-Anderson, Paul A. Rosen
{"title":"Facilitating the Golden Age of Synthetic Aperture Radar: New tools, services, and training to make synthetic aperture radar data more accessible","authors":"Franz J. Meyer, Kirk Hogenson, Joseph H. Kennedy, Alex F. Lewandowski, R. Wade Albright, Gregory Short, Africa I. Flores-Anderson, Paul A. Rosen","doi":"10.1109/mgrs.2025.3526588","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3526588","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"78 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-02-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143392976","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced Land Observing Satellite-4: Mission Concepts and Technical Overview: Pioneering a new era of L-band SAR
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-01-28 DOI: 10.1109/mgrs.2025.3529037
Masato Ohki, Takeshi Motohka, Yukihiro Kankaku, Satoko H. Miura, Takeo Tadono, Yoshihisa Arikawa
{"title":"Advanced Land Observing Satellite-4: Mission Concepts and Technical Overview: Pioneering a new era of L-band SAR","authors":"Masato Ohki, Takeshi Motohka, Yukihiro Kankaku, Satoko H. Miura, Takeo Tadono, Yoshihisa Arikawa","doi":"10.1109/mgrs.2025.3529037","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3529037","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"29 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055096","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Meeting the Big Synthetic Aperture Radar Data Processing Challenge: Introducing the Software for Earth big data Processing, Prediction modeling, and Organization cloud-scaling solution 应对大合成孔径雷达数据处理挑战：介绍地球大数据处理、预测建模和组织云扩展解决方案的软件
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-01-13 DOI: 10.1109/mgrs.2024.3519549
Josef Kellndorfer, Oliver Cartus, Sean Helfrich
{"title":"Meeting the Big Synthetic Aperture Radar Data Processing Challenge: Introducing the Software for Earth big data Processing, Prediction modeling, and Organization cloud-scaling solution","authors":"Josef Kellndorfer, Oliver Cartus, Sean Helfrich","doi":"10.1109/mgrs.2024.3519549","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3519549","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"89 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-01-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142975028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wind and Sea State Signatures in Wind Scatterometry: An analysis 风散射测量中的风和海况特征：分析
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-01-07 DOI: 10.1109/mgrs.2024.3501472
Xingou Xu, Ad Stoffelen
{"title":"Wind and Sea State Signatures in Wind Scatterometry: An analysis","authors":"Xingou Xu, Ad Stoffelen","doi":"10.1109/mgrs.2024.3501472","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3501472","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"118 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-01-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142936266","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep Learning-Based Methods for Road Extraction From Remote Sensing Images: A vision, survey, and future directions 基于深度学习的遥感图像道路提取方法：远景、调查和未来方向
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2025-01-06 DOI: 10.1109/mgrs.2024.3491014
Xuan Wang, Xizhi Jin, Zhe Dai, Yuxuan Wu, Abdellah Chehri
{"title":"Deep Learning-Based Methods for Road Extraction From Remote Sensing Images: A vision, survey, and future directions","authors":"Xuan Wang, Xizhi Jin, Zhe Dai, Yuxuan Wu, Abdellah Chehri","doi":"10.1109/mgrs.2024.3491014","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3491014","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"14 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142934457","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Toward Open-World Remote Sensing Imagery Interpretation: Past, present, and future 面向开放世界遥感图像解译：过去、现在和未来
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2024-12-24 DOI: 10.1109/mgrs.2024.3505602
Chunbo Lang, Gong Cheng, Jiashan Wu, Zhihan Li, Xingxing Xie, Jun Li, Junwei Han
{"title":"Toward Open-World Remote Sensing Imagery Interpretation: Past, present, and future","authors":"Chunbo Lang, Gong Cheng, Jiashan Wu, Zhihan Li, Xingxing Xie, Jun Li, Junwei Han","doi":"10.1109/mgrs.2024.3505602","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3505602","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"48 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2024-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142884131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Monitoring Results of the SAOCOM-1 Constellation: A mission overview and summary of results SAOCOM-1星座的监测结果：任务概述和结果摘要
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2024-12-23 DOI: 10.1109/mgrs.2024.3475228
Matias Palomeque, Joaquin Ferreyra, Marc Thibeault
{"title":"Monitoring Results of the SAOCOM-1 Constellation: A mission overview and summary of results","authors":"Matias Palomeque, Joaquin Ferreyra, Marc Thibeault","doi":"10.1109/mgrs.2024.3475228","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3475228","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"123 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142879868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hyperspectral Pansharpening: Critical review, tools, and future perspectives 高光谱泛锐化：关键回顾，工具和未来展望
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2024-12-17 DOI: 10.1109/mgrs.2024.3509139
Matteo Ciotola, Giuseppe Guarino, Gemine Vivone, Giovanni Poggi, Jocelyn Chanussot, Antonio Plaza, Giuseppe Scarpa
{"title":"Hyperspectral Pansharpening: Critical review, tools, and future perspectives","authors":"Matteo Ciotola, Giuseppe Guarino, Gemine Vivone, Giovanni Poggi, Jocelyn Chanussot, Antonio Plaza, Giuseppe Scarpa","doi":"10.1109/mgrs.2024.3509139","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3509139","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"30 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2024-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142841046","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Urban Flood Mapping Using Satellite Synthetic Aperture Radar Data: A review of characteristics, approaches, and datasets 基于卫星合成孔径雷达数据的城市洪水制图：特征、方法和数据集综述
IF 14.6 1区 地球科学
IEEE Geoscience and Remote Sensing Magazine Pub Date : 2024-12-12 DOI: 10.1109/mgrs.2024.3496075
Jie Zhao, Ming Li, Yu Li, Patrick Matgen, Marco Chini
{"title":"Urban Flood Mapping Using Satellite Synthetic Aperture Radar Data: A review of characteristics, approaches, and datasets","authors":"Jie Zhao, Ming Li, Yu Li, Patrick Matgen, Marco Chini","doi":"10.1109/mgrs.2024.3496075","DOIUrl":"https://doi.org/10.1109/mgrs.2024.3496075","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"92 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142815522","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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