Frontiers in Remote Sensing | New and Recent Articles https://www.frontiersin.org/journals/remote-sensing RSS Feed for Frontiers in Remote Sensing | New and Recent Articles en-us Frontiers Feed Generator,version:1 2026-07-29T12:27:33.62+00:00 60 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.2026.1856867 https://www.frontiersin.org/articles/10.3389/frsen.2026.1856867 <![CDATA[Comparative analysis on spectral characteristics of PRISMA and EnMAP hyperspectral missions]]> 2026-07-24T00:00:00Z Original Research Valeria La PegnaSora SeoDavide De SantisFabio Del FrateDiego Loyola https://www.frontiersin.org/articles/10.3389/frsen.2026.1877406 https://www.frontiersin.org/articles/10.3389/frsen.2026.1877406 <![CDATA[Estimating forest aboveground carbon stock from remote sensing data with an enhanced XGBoost model]]> 2026-07-23T00:00:00Z Original Research Chenfei ShiCui JiaLinghan GaoQi LiuHaonan WangMengyu Xu 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.2026.1793996 https://www.frontiersin.org/articles/10.3389/frsen.2026.1793996 <![CDATA[Intra-event extreme rainfall characterization in the tropical Andes: a high-resolution weather radar approach]]> 2026-07-21T00:00:00Z Original Research Gabriela UrgilésRolando CélleriDaniela BallariJörg BendixJohanna Orellana-Alvear https://www.frontiersin.org/articles/10.3389/frsen.2026.1825086 https://www.frontiersin.org/articles/10.3389/frsen.2026.1825086 <![CDATA[Global assessment of merged multi-sensor ocean-colour chlorophyll-a products]]> 2026-07-21T00:00:00Z Original Research Silvia PardoGavin H. TilstoneGiorgio Dall’OlmoThomas M. JordanRobert J. W. BrewinTania G. D. Casal 13,000 satellite match- ups and then filtered them to produce the highest quality data. The suite of merged ocean-colour chl-a products assessed using the in situ chl-a included two Ocean Colour - Climate Change Initiative (OC-CCI) versions (OC-CCI v5 and OC-CCI v6), two GlobColour products and the Copernicus Marine Environment Monitoring Service (CMEMS) GlobColour L3 and L4 and CMEMS-CCI products. The results confirm that spectrophotometrically-derived chl-a estimates can achieve considerably larger numbers of satellite match ups and lower root mean squared errors in validation than those obtained from discrete estimates of chl-a. Using these data, all of the satellite products (except the GlobColour L4 gap-filled one) exhibited similarly consistent results with the in situ chl-a data with a mean relative percentage difference of 30%. Residuals (differences between in situ and satellite product data) were not homogeneously distributed across chl-a ranges however, with mainly negative residuals at low and high chl-a and mainly positive residuals at intermediate chl-a. These results illustrate that absolute biases of the order of 20%–50% still affect these merged products in specific parts of the chl-a range.]]> https://www.frontiersin.org/articles/10.3389/frsen.2026.1890112 https://www.frontiersin.org/articles/10.3389/frsen.2026.1890112 <![CDATA[Evaluating statistical downscaling methods for future temperature and precipitation projections in the Qilian mountains]]> 2026-07-17T00:00:00Z Original Research Guohua LiuChanchan GaoZhangwen LiuHuibang HanChuntan HanJiaze LiRensheng Chen https://www.frontiersin.org/articles/10.3389/frsen.2026.1813566 https://www.frontiersin.org/articles/10.3389/frsen.2026.1813566 <![CDATA[Integration of radiative transfer–machine learning for physiological mapping of leaf chlorophyll and anthocyanin in cotton]]> 2026-07-08T00:00:00Z Original Research Prachi SinghMohan K. BistaChamika A. SilvaNuwan K. WijewardaneJohn P. BrooksPrakash Kumar JhaRaju Bheemanahalli 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.2026.1804569 https://www.frontiersin.org/articles/10.3389/frsen.2026.1804569 <![CDATA[Explainable HybridEnsemble approach with golden jackal optimization for AGB estimation using multi-sensor remote sensing]]> 2026-07-07T00:00:00Z Original Research Abraham Aidoo BorsahMan Sing WongMajid NazeerShao-Yuan LeuJin WuAmos P. K. TaiJanet Elizabeth Nichol 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.2026.1843303 https://www.frontiersin.org/articles/10.3389/frsen.2026.1843303 <![CDATA[Application of the Radon transform to multi-angle measurements made by the research scanning polarimeter: a new approach to cloud tomography, Part III—accuracy and applicability]]> 2026-07-03T00:00:00Z Original Research Mikhail D. AlexandrovBastiaan van DiedenhovenBrian Cairns https://www.frontiersin.org/articles/10.3389/frsen.2026.1701194 https://www.frontiersin.org/articles/10.3389/frsen.2026.1701194 <![CDATA[SAU-MTF: Siamese attention U-Net with multimodal temporal fusion for accurate deforestation detection]]> 2026-07-02T00:00:00Z Original Research Poovayar M. Priya https://www.frontiersin.org/articles/10.3389/frsen.2026.1840277 https://www.frontiersin.org/articles/10.3389/frsen.2026.1840277 <![CDATA[Multi-index assessment and spatiotemporal dynamics of vegetation cover in desert regions of Xinjiang based on pixel binary models]]> 2026-07-01T00:00:00Z Original Research Huihui XinAierken DawutiYifulayin YusufuJibing YuDidaer DawulietibiekeLingyu SongYuehan LiuYunling ZhangSongmei Ma 50%) with high temporal variability (CV) and a predominant decreasing trend, whereas the Tarim Basin showed low FVC with low variability and a increasing trend. This study not only validates the superiority of the EVI in monitoring vegetation in arid desert regions but also maps the spatiotemporal evolution trends of vegetation coverage in Xinjiang’s desert areas, providing scientific evidence and theoretical support for regional ecological conservation and restoration practices.]]> 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.2026.1883314 https://www.frontiersin.org/articles/10.3389/frsen.2026.1883314 <![CDATA[Comparative evaluation of machine learning algorithms for integrated wetland modelling within a geospatial big data environment in Driefontein Grasslands of Zimbabwe]]> 2026-06-30T00:00:00Z Original Research Nobert Tafadzwa MukomberanwaEllen BoysLast KecheKgabo Humphrey Thamaga https://www.frontiersin.org/articles/10.3389/frsen.2026.1869619 https://www.frontiersin.org/articles/10.3389/frsen.2026.1869619 <![CDATA[Long-term changes in dry-season water bodies and lake-littoral land-cover structure of typical lakes in the middle-lower Yangtze and Huai River basins, China (1999–2019)]]> 2026-06-29T00:00:00Z Original Research Nanbo LuWenping JinXiangyuan DuanMeng ZhangChengsi Zhang 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.2026.1803345 https://www.frontiersin.org/articles/10.3389/frsen.2026.1803345 <![CDATA[Temperature-index routing approach based Snowmelt–Runoff modelling in lachen basin of upper teesta catchment, Sikkim (India)]]> 2026-06-24T00:00:00Z Original Research Nikita Roy MukherjeeAkhouri Pramod Krishna