Frontiers in Remote Sensing | Image Analysis and Classification section | New and Recent Articles https://www.frontiersin.org/journals/remote-sensing/sections/image-analysis-and-classification RSS Feed for Image Analysis and Classification section in the Frontiers in Remote Sensing journal | New and Recent Articles en-us Frontiers Feed Generator,version:1 2026-05-03T20:37:58.801+00:00 60 https://www.frontiersin.org/articles/10.3389/frsen.2026.1812755 https://www.frontiersin.org/articles/10.3389/frsen.2026.1812755 <![CDATA[S3ViT: self-supervised spectral vision transformer framework for hyperspectral unmixing]]> 2026-04-22T00:00:00Z Original Research Dario ScillaVictor AnguloKasper JohansenNaif AlsalemWolfgang HeidrichMatthew F. McCabe https://www.frontiersin.org/articles/10.3389/frsen.2026.1765013 https://www.frontiersin.org/articles/10.3389/frsen.2026.1765013 <![CDATA[Benchmarking machine learning classifiers for urban mapping in arid environments: a google earth engine analysis of Riyadh’s expansion (1990–2025)]]> 2026-03-24T00:00:00Z Original Research Amal Abdelsattar https://www.frontiersin.org/articles/10.3389/frsen.2026.1751006 https://www.frontiersin.org/articles/10.3389/frsen.2026.1751006 <![CDATA[A fully satellite-driven workflow for hydrodynamic modeling in data-scarce coastal systems: integrating ICESat-2, Sentinel-2, SWOT and reanalysis models]]> 2026-03-11T00:00:00Z Original Research Ali Reza PayandehMarc SimardDaniel JensenAnthony Daniel CampbellHeidi van DeventerAlexandra Christensen https://www.frontiersin.org/articles/10.3389/frsen.2025.1731775 https://www.frontiersin.org/articles/10.3389/frsen.2025.1731775 <![CDATA[Research on automatic mosaicking and synthesis processing technology for multi-source remote sensing images]]> 2026-01-30T00:00:00Z Original Research Jing CaiFeng YeJingyu SunHangan WeiZichuang LiPengao Li https://www.frontiersin.org/articles/10.3389/frsen.2025.1678991 https://www.frontiersin.org/articles/10.3389/frsen.2025.1678991 <![CDATA[Geological mapping of copper deposits in the democratic republic of Congo through remote sensing data and machine learning]]> 2026-01-14T00:00:00Z Original Research Matthieu Tshanga MatthieuLindani NcubeKgabo Humphrey Thamaga https://www.frontiersin.org/articles/10.3389/frsen.2025.1718058 https://www.frontiersin.org/articles/10.3389/frsen.2025.1718058 <![CDATA[Efficient remote sensing image super-resolution with residual-enhanced wavelet and key-value adaptation]]> 2026-01-13T00:00:00Z Original Research Rongchang LuHongbo MiaoXin Hai https://www.frontiersin.org/articles/10.3389/frsen.2025.1697897 https://www.frontiersin.org/articles/10.3389/frsen.2025.1697897 <![CDATA[Enhancing land cover classification in the heterogeneous landscape by integrating auxiliary data with Sentinel-2 imagery using the random forest algorithm]]> 2026-01-09T00:00:00Z Original Research Irvin D. ShanduSifiso XuluMichael Gebreslasie 0.05. Overall results proved that an integration of auxiliary features enhance LULC-C. The empirical result of this study is a step forward in effective LULC-C in a complex landscape.]]> https://www.frontiersin.org/articles/10.3389/frsen.2025.1693286 https://www.frontiersin.org/articles/10.3389/frsen.2025.1693286 <![CDATA[Detection potential of floating matter in high-resolution X-band SAR data: initial results with visual interpretations]]> 2025-12-16T00:00:00Z Original Research Madjid HadjalBrian B. BarnesChuanmin HuLin QiDimitris PapageorgiouKonstantinos Topouzelis https://www.frontiersin.org/articles/10.3389/frsen.2025.1678882 https://www.frontiersin.org/articles/10.3389/frsen.2025.1678882 <![CDATA[A privacy-preserving, on-board satellite image classification technique incorporating homomorphic encryption and transfer learning]]> 2025-12-10T00:00:00Z Original Research Abhijit RoyMahendra Kumar GourisariaRajdeep ChatterjeeAmitkumar V. JhaBhargav AppasaniNicu BizonAlin Gheorghita Mazare https://www.frontiersin.org/articles/10.3389/frsen.2025.1680353 https://www.frontiersin.org/articles/10.3389/frsen.2025.1680353 <![CDATA[3D colored point cloud classification of a deep-sea cold-water coral and sponge habitat using geometric features and machine learning algorithms]]> 2025-12-01T00:00:00Z Original Research Salem MorsyAna Belén Yánez-SuárezKatleen Robert https://www.frontiersin.org/articles/10.3389/frsen.2025.1696570 https://www.frontiersin.org/articles/10.3389/frsen.2025.1696570 <![CDATA[Coffee extraction from remote sensing imagery based on multiple features: a case study of Pu’er City, China]]> 2025-11-11T00:00:00Z Original Research Qianrui HuangXianfeng ChengYu ChenXinyi DingHuicong Jia https://www.frontiersin.org/articles/10.3389/frsen.2025.1661528 https://www.frontiersin.org/articles/10.3389/frsen.2025.1661528 <![CDATA[Operationalizing remote sensing methods for smallholder dry season irrigation detection in sub-Saharan Africa]]> 2025-10-03T00:00:00Z Original Research Hasan SiddiquiChristopher SmallVijay Modi https://www.frontiersin.org/articles/10.3389/frsen.2025.1685140 https://www.frontiersin.org/articles/10.3389/frsen.2025.1685140 <![CDATA[AU-super: superpixel scale optimization and training data augmentation strategy for hyperspectral image classification]]> 2025-10-02T00:00:00Z Original Research Yiran WangLingling LiMingming XuShanwei LiuMuhammad YasirManuel Á. AguilarFernando J. Aguilar https://www.frontiersin.org/articles/10.3389/frsen.2025.1637820 https://www.frontiersin.org/articles/10.3389/frsen.2025.1637820 <![CDATA[Multi‐Scale graph wavelet convolutional network for hyperspectral image classification]]> 2025-10-02T00:00:00Z Original Research Hao ZhangJunhua KuJie Zhao https://www.frontiersin.org/articles/10.3389/frsen.2025.1682132 https://www.frontiersin.org/articles/10.3389/frsen.2025.1682132 <![CDATA[Sentinel-2 forest typology mapping in Central Africa: assessing deep learning and image preprocessing effects]]> 2025-09-26T00:00:00Z Original Research Gaëlle ViennoisHadrien TuletPaul TressonPierre PlotonPierre CouteronNicolas Barbier https://www.frontiersin.org/articles/10.3389/frsen.2025.1668978 https://www.frontiersin.org/articles/10.3389/frsen.2025.1668978 <![CDATA[HPLNet: a hierarchical perception lightweight network for road extraction]]> 2025-09-26T00:00:00Z Original Research Shilin CuiQi FengLuyan JiXiaowen LiuBaofeng Guo https://www.frontiersin.org/articles/10.3389/frsen.2025.1662024 https://www.frontiersin.org/articles/10.3389/frsen.2025.1662024 <![CDATA[CARP: cloud-adaptive robust prompting of vision-language models for ship classification under cloud occlusion]]> 2025-09-17T00:00:00Z Original Research Haoke ZhanYiping SongXun HuangXiao TanTing Zhang https://www.frontiersin.org/articles/10.3389/frsen.2025.1578841 https://www.frontiersin.org/articles/10.3389/frsen.2025.1578841 <![CDATA[A deep-learning framework to detect green tide from MODIS images]]> 2025-09-10T00:00:00Z Original Research Weidong ZhuYuelin XuLei ZhangZitao LiuShuai LiuYifei Li https://www.frontiersin.org/articles/10.3389/frsen.2025.1570827 https://www.frontiersin.org/articles/10.3389/frsen.2025.1570827 <![CDATA[Combination of neural network models for estimating Chlorophyll-a over turbid and clear waters (CONNECT)]]> 2025-09-01T00:00:00Z Methods Manh Duy TranVincent VantrepotteRoy El HouranyDaniel Schaffer Ferreira JorgeMilton KampelJoão Felipe Cardoso dos SantosEduardo Negri OliveiraRodolfo ParanhosCédric Jamet https://www.frontiersin.org/articles/10.3389/frsen.2025.1599099 https://www.frontiersin.org/articles/10.3389/frsen.2025.1599099 <![CDATA[Efficient vision transformers with edge enhancement for robust small target detection in drone-based remote sensing]]> 2025-07-22T00:00:00Z Original Research Xuguang ZhuZhizhao Zhang