Pub Date : 2025-09-24DOI: 10.1109/mgrs.2025.3551556
Ribana Roscher, Marc Russwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia
{"title":"Better, Not Just More: Data-centric machine learning for Earth observation","authors":"Ribana Roscher, Marc Russwurm, Caroline Gevaert, Michael Kampffmeyer, Jefersson A. dos Santos, Maria Vakalopoulou, Ronny Hänsch, Stine Hansen, Keiller Nogueira, Jonathan Prexl, Devis Tuia","doi":"10.1109/mgrs.2025.3551556","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3551556","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"73 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145133716","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}
Pub Date : 2025-09-24DOI: 10.1109/mgrs.2025.3590522
Saibun Tjuatja
{"title":"Driving Innovation and Empowering Communities to Sustain Our Living Earth [President’s Message]","authors":"Saibun Tjuatja","doi":"10.1109/mgrs.2025.3590522","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3590522","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"27 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145133714","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}
Pub Date : 2025-09-18DOI: 10.1109/mgrs.2025.3596243
Xizhe Xue, Xiao Xiang Zhu
{"title":"Regression in Earth Observation: Are vision–language models up to the challenge?","authors":"Xizhe Xue, Xiao Xiang Zhu","doi":"10.1109/mgrs.2025.3596243","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3596243","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"155 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145083765","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}
Pub Date : 2025-09-18DOI: 10.1109/mgrs.2025.3603640
Yali Bai, Pablo J. Zarco-Tejada, Josep Peñuelas, Matthew F. McCabe, Malcolm J. Hawkesford, Clement Atzberger, Tomas Poblete, Lalit Kumar, Matthew P. Reynolds, Chenwei Nie, Yang Song, Dameng Yin, Dongxiao Zou, Shuaibing Liu, Qingzhi Liu, Bedir Tekinerdogan, Xiuliang Jin
{"title":"Hyperspectral Remote Sensing for Monitoring Crop Disease: Applications, challenges, and perspectives","authors":"Yali Bai, Pablo J. Zarco-Tejada, Josep Peñuelas, Matthew F. McCabe, Malcolm J. Hawkesford, Clement Atzberger, Tomas Poblete, Lalit Kumar, Matthew P. Reynolds, Chenwei Nie, Yang Song, Dameng Yin, Dongxiao Zou, Shuaibing Liu, Qingzhi Liu, Bedir Tekinerdogan, Xiuliang Jin","doi":"10.1109/mgrs.2025.3603640","DOIUrl":"https://doi.org/10.1109/mgrs.2025.3603640","url":null,"abstract":"","PeriodicalId":48660,"journal":{"name":"IEEE Geoscience and Remote Sensing Magazine","volume":"31 1","pages":""},"PeriodicalIF":14.6,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145083856","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}