{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T00:13:03Z","timestamp":1787011983651,"version":"build-2736575974"},"reference-count":144,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Federal Ministry for Research, Technology and Space","award":["16DKWN089"],"award-info":[{"award-number":["16DKWN089"]}]},{"name":"Marie Sklodowska-Curie fellowship under the Horizon Europe programme, RAMON LLULL","award":["101126667"],"award-info":[{"award-number":["101126667"]}]},{"name":"Spanish Ministry of Science, Innovation and Universities","award":["PID2021\u2011125258OB\u2011I00"],"award-info":[{"award-number":["PID2021\u2011125258OB\u2011I00"]}]},{"name":"Spanish Ministry of Science, Innovation and Universities","award":["PID2024\u2011156292OB\u2011I00"],"award-info":[{"award-number":["PID2024\u2011156292OB\u2011I00"]}]},{"DOI":"10.13039\/501100008530","name":"European Regional Development Fund","doi-asserted-by":"crossref","award":["PID2021\u2011125258OB\u2011I00"],"award-info":[{"award-number":["PID2021\u2011125258OB\u2011I00"]}],"id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100008530","name":"European Regional Development Fund","doi-asserted-by":"crossref","award":["PID2024\u2011156292OB\u2011I00"],"award-info":[{"award-number":["PID2024\u2011156292OB\u2011I00"]}],"id":[{"id":"10.13039\/501100008530","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3705849","type":"journal-article","created":{"date-parts":[[2026,6,22]],"date-time":"2026-06-22T19:57:22Z","timestamp":1782158242000},"page":"95611-95628","source":"Crossref","is-referenced-by-count":1,"title":["A Decade of Deep Learning in Remote Sensing: A Systematic Review of Reviews"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3290-2717","authenticated-orcid":false,"given":"Anastasiia","family":"Safonova","sequence":"first","affiliation":[{"name":"Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2936-6765","authenticated-orcid":false,"given":"Ronny","family":"H\u00e4nsch","sequence":"additional","affiliation":[{"name":"German Aerospace Center (DLR), Weßling, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0094-6210","authenticated-orcid":false,"given":"Ribana","family":"Roscher","sequence":"additional","affiliation":[{"name":"Institute of Geodesy and Geoinformation, University of Bonn, Bonn, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3681-487X","authenticated-orcid":false,"given":"Gilberto","family":"Camara","sequence":"additional","affiliation":[{"name":"National Institute for Space Research (INPE), São José dos Campos, São Paulo, Brazil"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2175-7072","authenticated-orcid":false,"given":"Beg\u00fcm","family":"Demir","sequence":"additional","affiliation":[{"name":"Berlin Institute for the Foundations of Learning and Data (BIFOLD), Berlin, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4729-9292","authenticated-orcid":false,"given":"Joan","family":"Serra-Sagrist\u00e0","sequence":"additional","affiliation":[{"name":"Department of Information and Communications Engineering, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Spain"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5271-3446","authenticated-orcid":false,"given":"Masahiro","family":"Ryo","sequence":"additional","affiliation":[{"name":"Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2020.12.010"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2019.111402"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2020.111716"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2018.04.050"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi9010014"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1016\/bs.agph.2020.08.002"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.3390\/rs14236017"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.3390\/electronics12244902"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1080\/17538947.2024.2328827"},{"key":"ref10","author":"Tsang","year":"2019","journal-title":"Review: AlexNet, CaffeNet\u2014Winner of ILSVRC 2012 (Image Classification)"},{"key":"ref11","article-title":"Recurrent neural networks for forecasting time series with multiple seasonality: A comparative study","author":"Dudek","year":"2022","journal-title":"arXiv:2203.09170"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1117\/1.jrs.12.035002"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3623067"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2021.03.088"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1080\/1364557032000119616"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1186\/1748-5908-5-69"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1097\/xeb.0000000000000050"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.mex.2021.101375"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1186\/s13643-020-01542-z"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1002\/cl2.1230"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.3389\/frai.2025.1636898"},{"key":"ref22","article-title":"A comprehensive review of agricultural parcel and boundary delineation from remote sensing images: Recent progress and future perspectives","author":"Zheng","year":"2025","journal-title":"arXiv:2508.14558"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3390\/plants14101481"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3390\/agronomy15051157"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2025.110770"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.compag.2025.110304"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3389\/fagro.2025.1681294"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2025.104625"},{"key":"ref29","article-title":"A comprehensive review of diffusion models in smart agriculture: Progress, applications, and challenges","author":"Hu","year":"2025","journal-title":"arXiv:2507.18376"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1002\/advs.202504152"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.3390\/rs17050882"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/w17162388"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/su17188477"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.3390\/plants14182841"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1016\/j.atech.2025.101507"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/access.2026.3667548"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.3390\/su18021095"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.3390\/f16030449"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.gecco.2025.e03408"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3390\/rs18030390"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3390\/f17020209"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.rsase.2026.101908"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3538662"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1186\/s40068-025-00409-3"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3390\/urbansci9020031"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.7494\/geom.2025.19.6.5"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.srs.2024.100186"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecolind.2025.114563"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/access.2026.3660843"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2025.103325"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.5194\/nhess-26-487-2026"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/s42452-025-08133-4"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/s11869-025-01771-y"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.agwat.2025.110023"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.ecoinf.2025.103132"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1002\/wat2.70020"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.marpolbul.2025.118630"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1080\/15481603.2025.2573529"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.3390\/rs17101776"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1007\/s44295-025-00075-2"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3622243"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.3389\/fmars.2025.1486615"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.3390\/rs17132306"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3614504"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.3390\/rs18010073"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.3390\/s26041143"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2024.3522318"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.3390\/rs17172968"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1080\/10095020.2024.2332638"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrs.2025.06.004"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3605170"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3573572"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.3390\/rs13214387"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2021.102456"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3527898"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.isprsjprs.2019.09.006"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2024.3424831"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.3390\/s24102987"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2021.3078631"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2023.3335891"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2023.3328315"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.3390\/rs13152965"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1007\/s41324-021-00425-2"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.3390\/s25133952"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.32604\/cmes.2022.020601"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1080\/15481603.2018.1426092"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.1016\/j.rsase.2026.101981"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2026.2626114"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1016\/j.iswa.2025.200561"},{"key":"ref90","article-title":"An image is worth 16\u00d716 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2021","journal-title":"arXiv:2010.11929"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52688.2022.01167"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.3390\/agriculture13050965"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.3390\/rs15051454"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.3390\/rs17020179"},{"key":"ref95","article-title":"From physics to foundation models: A review of AI-driven quantitative remote sensing inversion","author":"Yu","year":"2025","journal-title":"arXiv:2507.09081"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.3390\/rs15071860"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi11070385"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.3390\/rs18040637"},{"key":"ref99","doi-asserted-by":"publisher","DOI":"10.3390\/rs18040594"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-021-00414-0"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.3390\/rs18020196"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.ophoto.2025.100110"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1109\/tgrs.2024.3464685"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.3390\/rs15153859"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.1016\/j.envpol.2017.08.114"},{"key":"ref106","article-title":"Empirical evaluation of gated recurrent neural networks on sequence modeling","author":"Chung","year":"2014","journal-title":"arXiv:1412.3555"},{"key":"ref107","article-title":"Bidirectional LSTM-CRF models for sequence tagging","author":"Huang","year":"2015","journal-title":"arXiv:1508.01991"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2022.102762"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejrh.2025.102759"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.3390\/rs12060959"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2023.103569"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1029\/2021rg000742"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.3390\/app10103456"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.26599\/cvm.2025.9450490"},{"key":"ref115","article-title":"Deep learning based domain adaptation methods in remote sensing: A comprehensive survey","author":"Lyu","year":"2025","journal-title":"arXiv:2510.15615"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1002\/smtd.202300534"},{"key":"ref117","article-title":"A simple framework for contrastive learning of visual representations","author":"Chen","year":"2020","journal-title":"arXiv:2002.05709"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr42600.2020.00975"},{"key":"ref119","article-title":"Unsupervised learning of visual features by contrasting cluster assignments","author":"Caron","year":"2026","journal-title":"arxiv:2006.09882"},{"key":"ref120","article-title":"Bootstrap your own latent: A new approach to self-supervised learning","author":"Grill","year":"2020","journal-title":"arXiv:2006.07733"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr46437.2021.01549"},{"key":"ref122","article-title":"Barlow twins: Self-supervised learning via redundancy reduction","author":"Zbontar","year":"2021","journal-title":"arXiv:2103.03230"},{"key":"ref123","article-title":"VICReg: Variance-invariance-covariance regularization for self-supervised learning","author":"Bardes","year":"2021","journal-title":"arXiv:2105.04906v3"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/iccv48922.2021.00951"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1109\/cvpr52688.2022.01553"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.3390\/rs14163995"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.1007\/s11119-025-10302-9"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.3390\/rs18030459"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1111\/tgis.12164"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.5194\/isprs-annals-v-3-2020-817-2020"},{"key":"ref131","doi-asserted-by":"publisher","DOI":"10.1007\/s10462-023-10562-9"},{"key":"ref132","doi-asserted-by":"publisher","DOI":"10.3390\/s23218966"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi14060235"},{"key":"ref134","doi-asserted-by":"publisher","DOI":"10.3390\/rs18040659"},{"key":"ref135","doi-asserted-by":"publisher","DOI":"10.3390\/agriculture15040377"},{"key":"ref136","doi-asserted-by":"publisher","DOI":"10.3390\/ijgi14110416"},{"key":"ref137","doi-asserted-by":"publisher","DOI":"10.3390\/agriculture15212296"},{"key":"ref138","doi-asserted-by":"publisher","DOI":"10.3390\/fi17090431"},{"key":"ref139","doi-asserted-by":"publisher","DOI":"10.1109\/mgrs.2025.3546527"},{"key":"ref140","doi-asserted-by":"publisher","DOI":"10.3390\/app151910778"},{"key":"ref141","doi-asserted-by":"publisher","DOI":"10.1016\/j.jspr.2025.102588"},{"key":"ref142","doi-asserted-by":"publisher","DOI":"10.1080\/10106049.2025.2572670"},{"key":"ref143","doi-asserted-by":"publisher","DOI":"10.1007\/s41324-025-00659-4"},{"key":"ref144","doi-asserted-by":"publisher","DOI":"10.1109\/mgrs.2024.3470986"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11573974.pdf?arnumber=11573974","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T05:23:03Z","timestamp":1782796983000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11573974\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":144,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3705849","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}