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 2026-08-16T11:55:44.685+00:00 60 https://www.frontiersin.org/articles/10.3389/frsen.2026.1919576 https://www.frontiersin.org/articles/10.3389/frsen.2026.1919576 <![CDATA[DBF-YOLO: a lightweight dual-branch fusion method for Visible-SAR cross-modal remote sensing target detection]]> 2026-08-04T00:00:00Z Original Research Xiaofeng ZhaoChenxiao LiHui ZhangKehao WangFan ZhangHanshuo HuoZhili Zhang https://www.frontiersin.org/articles/10.3389/frsen.2026.1852249 https://www.frontiersin.org/articles/10.3389/frsen.2026.1852249 <![CDATA[Remote sensing-based detailed wetland classification: a review of advances from 2020 to 2025]]> 2026-07-30T00:00:00Z Review Ying HeMuzi LiXiaoyan TangPing Ren https://www.frontiersin.org/articles/10.3389/frsen.2026.1931394 https://www.frontiersin.org/articles/10.3389/frsen.2026.1931394 <![CDATA[Editorial: Machine learning for advanced remote sensing: from theory to applications and societal impact]]> 2026-07-24T00:00:00Z Editorial Rui LiShaoqing DaiBin JiangCong ZhangHaoyang YangWufan Zhao https://www.frontiersin.org/articles/10.3389/frsen.2026.1861186 https://www.frontiersin.org/articles/10.3389/frsen.2026.1861186 <![CDATA[High-precision individual tree canopy segmentation from UAV remote sensing imagery based on the improved BKFE-UNet model]]> 2026-07-22T00:00:00Z Methods Qi LiuCui JiaLinghan GaoHaonan WangChenfei ShiMengyu XuKaiyu JiaSiyu Ma https://www.frontiersin.org/articles/10.3389/frsen.2026.1827393 https://www.frontiersin.org/articles/10.3389/frsen.2026.1827393 <![CDATA[A multi-class, multi-temporal crop and Land cover mapping framework for Morocco using Sentinel-1/2 monthly composites and advanced machine learning ensembles]]> 2026-07-21T00:00:00Z Original Research Maryam ChoukriYacine BouroubiJamal-Eddine OuzemouSaid GrichGuy Armel Kamga FotsoSaeid OjaghiAbdelghani ChehbouniAhmed Laamrani https://www.frontiersin.org/articles/10.3389/frsen.2026.1882437 https://www.frontiersin.org/articles/10.3389/frsen.2026.1882437 <![CDATA[Neutrosophic soft-computing ensemble for high-accuracy satellite image scene classification]]> 2026-07-08T00:00:00Z Original Research Ezhilmaran DevarasanMaxime Mahieu JosseSm ArunV. VishalBapathu KoushikaAbhyuday SinghJenisha Rachel https://www.frontiersin.org/articles/10.3389/frsen.2026.1877713 https://www.frontiersin.org/articles/10.3389/frsen.2026.1877713 <![CDATA[Sequential feature selection for efficient landslide segmentation from multi-spectral data]]> 2026-07-07T00:00:00Z Brief Research Report Arsalaan AhmadOktay KarakuşPaul L. Rosin https://www.frontiersin.org/articles/10.3389/frsen.2026.1869435 https://www.frontiersin.org/articles/10.3389/frsen.2026.1869435 <![CDATA[SOE-YOLO: towards efficient and accurate small object detection in optical remote sensing imagery]]> 2026-06-30T00:00:00Z Original Research Yimo PengXiangyu Ge https://www.frontiersin.org/articles/10.3389/frsen.2026.1834812 https://www.frontiersin.org/articles/10.3389/frsen.2026.1834812 <![CDATA[Integrated spatial-contextual remote sensing classification via dual-path transformers and entropy-regularized HSIC]]> 2026-06-25T00:00:00Z Original Research Tallha AkramFaheem Ul Rehman SiddiqiMuqaddas GullAmal Al‐RasheedMuhammad Atif ImtiazAli Hamdan AleneziHira SiddiqueImran Ashraf https://www.frontiersin.org/articles/10.3389/frsen.2026.1822070 https://www.frontiersin.org/articles/10.3389/frsen.2026.1822070 <![CDATA[Fine-grained crop classification from satellite image time series by boosting rare-class representations and enforcing global semantic consistency]]> 2026-06-22T00:00:00Z Methods Anqi WangJiacheng GeZhe DongJunchao WuWei Guo https://www.frontiersin.org/articles/10.3389/frsen.2026.1838521 https://www.frontiersin.org/articles/10.3389/frsen.2026.1838521 <![CDATA[A unified comparative framework for multiscale geometric transforms in SAR and multispectral satellite image analysis]]> 2026-05-11T00:00:00Z Original Research Sai Bhargav KasettyRajakumar Krishnan 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