{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,18]],"date-time":"2026-08-18T00:30:45Z","timestamp":1787013045168,"version":"3.56.0"},"reference-count":56,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"GENCI-IDRIS","award":["Grant2021-101030"],"award-info":[{"award-number":["Grant2021-101030"]}]},{"name":"Regional Council of Brittany and FEDER","award":["through the access of CPER AIDA GPU cluster"],"award-info":[{"award-number":["through the access of CPER AIDA GPU cluster"]}]},{"DOI":"10.13039\/501100001665","name":"Agence Nationale de la Recherche","doi-asserted-by":"publisher","award":["IA-Biodiv Challenge: Fish-Predict and the Oceanix"],"award-info":[{"award-number":["IA-Biodiv Challenge: Fish-Predict and the Oceanix"]}],"id":[{"id":"10.13039\/501100001665","id-type":"DOI","asserted-by":"publisher"}]},{"name":"EU Horizon Europe","award":["EDITO Model Lab (Grant101093293)"],"award-info":[{"award-number":["EDITO Model Lab (Grant101093293)"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Geosci. Remote Sensing"],"published-print":{"date-parts":[[2025]]},"DOI":"10.1109\/tgrs.2025.3624465","type":"journal-article","created":{"date-parts":[[2025,10,23]],"date-time":"2025-10-23T17:51:35Z","timestamp":1761241895000},"page":"1-12","source":"Crossref","is-referenced-by-count":2,"title":["Observation-Only Deep Learning for Gappy Satellite-Derived Ocean Color Data Using 4DVarNet"],"prefix":"10.1109","volume":"63","author":[{"given":"Cl\u00e9ment","family":"Dorffer","sequence":"first","affiliation":[{"name":"IMT Atlantique, UMR, CNRS, Lab-STICC, INRIA Team Odyssey, Brest, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7508-8946","authenticated-orcid":false,"given":"Fr\u00e9d\u00e9ric","family":"Jourdin","sequence":"additional","affiliation":[{"name":"Service Hydrographique et Océanographique de la Marine (Shom), Brest, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0078-4952","authenticated-orcid":false,"given":"Thi Thuy Nga","family":"Nguyen","sequence":"additional","affiliation":[{"name":"IMT Atlantique, UMR, CNRS, Lab-STICC, INRIA Team Odyssey, Brest, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0784-847X","authenticated-orcid":false,"given":"Rodolphe","family":"Devillers","sequence":"additional","affiliation":[{"name":"Espace-Dev (IRD, Univ Montpellier, UnivGuyane, Univ La Réunion, Univ Nouvelle Calédonie, Univ Perpignan ViaDomitia), Station SEAS-OI, Saint-Pierre, La R\u00e9union, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David","family":"Mouillot","sequence":"additional","affiliation":[{"name":"MARBEC, CNRS, IFREMER, IRD, University of Montpellier, Montpellier, France"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6462-423X","authenticated-orcid":false,"given":"Ronan","family":"Fablet","sequence":"additional","affiliation":[{"name":"IMT Atlantique, UMR, CNRS, Lab-STICC, INRIA Team Odyssey, Brest, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.marine.010908.163650"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-019-08457-x"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.3390\/jmse8090665"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-5684-1_18"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.marenvres.2022.105701"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.4319\/lo.1995.40.2.0393"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/S0273-1177(03)90529-1"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2011.07.024"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3389\/fmars.2023.1129876"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1364\/AO.41.005755"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1080\/01431160310001592544"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.3389\/fmars.2017.00126"},{"issue":"1","key":"ref13","doi-asserted-by":"crossref","first-page":"127","DOI":"10.5194\/os-15-127-2019","article-title":"Mediterranean ocean colour level 3 operational multi-sensor processing","volume":"15","author":"Volpe","year":"2019","journal-title":"Ocean Sci."},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.5670\/oceanog.2004.46"},{"key":"ref15","article-title":"Ocean colour mediterranean biogeochemical layers, L3 product for the mediterranean sea","year":"2023"},{"key":"ref16","volume-title":"Copernicus Marine Service Website","year":"2023"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.atmosres.2017.08.021"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.rse.2017.03.040","article-title":"Global marine biogeochemical reanalyses assimilating two different sets of merged ocean colour products","volume":"203","author":"Ford","year":"2017","journal-title":"Remote Sens. Environ."},{"issue":"16","key":"ref19","doi-asserted-by":"crossref","first-page":"4024","DOI":"10.3390\/rs14164024","article-title":"End-to-end neural interpolation of satellite-derived sea surface suspended sediment concentrations","volume":"14","author":"Vient","year":"2022","journal-title":"Remote Sens."},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1137\/080738970"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2928130"},{"key":"ref22","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.catena.2013.09.006","article-title":"A tutorial guide to geostatistics: Computing and modelling variograms and kriging","volume":"113","author":"Oliver","year":"2014","journal-title":"CATENA"},{"issue":"1","key":"ref23","doi-asserted-by":"crossref","first-page":"176","DOI":"10.1016\/j.jmarsys.2005.03.008","article-title":"Optimal interpolation of sea surface temperature for the North Sea and Baltic sea","volume":"65","author":"H\u00f8yer","year":"2007","journal-title":"J. Mar. Syst."},{"issue":"2","key":"ref24","doi-asserted-by":"crossref","first-page":"183","DOI":"10.5194\/os-2-183-2006","article-title":"DINEOF reconstruction of clouded images including error maps \u2013 application to the sea-surface temperature around Corsican island","volume":"2","author":"Beckers","year":"2006","journal-title":"Ocean Sci."},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.5194\/os-5-475-2009"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.5194\/gmd-16-2119-2023"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.5194\/gmd-15-2183-2022"},{"issue":"6","key":"ref28","doi-asserted-by":"crossref","first-page":"1567","DOI":"10.5194\/os-20-1567-2024","article-title":"Ensemble reconstruction of missing satellite data using a denoising diffusion model: Application to chlorophyll a concentration in the black sea","volume":"20","author":"Barth","year":"2024","journal-title":"Ocean Sci."},{"key":"ref29","doi-asserted-by":"crossref","DOI":"10.1016\/j.rse.2020.111716","article-title":"Deep learning in environmental remote sensing: Achievements and challenges","volume":"241","author":"Yuan","year":"2020","journal-title":"Remote Sens. Environ."},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/IGARSS53475.2024.10641576"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1029\/2023ms003959"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1029\/2021MS002572"},{"key":"ref33","volume-title":"Ocean Colour Mediterranean Biogeochemical Layers, L3 Product for the Med. Sea","year":"2023"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1016\/j.pocean.2004.07.001"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1029\/2020GL087100"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1002\/2017JC013191"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-018-07814-6"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1029\/2018GL079992"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1029\/2020gl090909"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3389\/fmars.2023.1197953"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1029\/2022GB007556"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-025-62363-z"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1029\/2001GL013863"},{"key":"ref44","doi-asserted-by":"crossref","DOI":"10.17125\/gov2018.ch09","article-title":"An operational interpolated ocean colour product in the Mediterranean Sea","author":"Volpe","year":"2018","journal-title":"New Frontiers Oper. Oceanogr."},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-24574-4_28"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1002\/qj.49712051912"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref48","article-title":"Learning to learn by gradient descent by gradient descent","author":"Andrychowicz","year":"2016","journal-title":"arXiv:1606.04474"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1364\/OE.22.028058"},{"key":"ref50","first-page":"109","volume-title":"Mission Requirements for Future Ocean-Colour Sensors","volume":"13","author":"McClain","year":"2012"},{"key":"ref51","doi-asserted-by":"crossref","first-page":"120","DOI":"10.1016\/j.rse.2015.12.048","article-title":"Dependence of satellite ocean color data products on viewing angles: A comparison between SeaWiFS, MODIS, and VIIRS","volume":"175","author":"Barnes","year":"2016","journal-title":"Remote Sens. Environ."},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1016\/j.rse.2023.113844"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/jstars.2025.3622311"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1017\/eds.2023.27"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1002\/2015JC011408"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.4319\/lo.2008.53.5_part_2.2112"}],"container-title":["IEEE Transactions on Geoscience and Remote Sensing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/36\/10807682\/11214548.pdf?arnumber=11214548","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,11]],"date-time":"2025-11-11T05:54:18Z","timestamp":1762840458000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11214548\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":56,"URL":"https:\/\/doi.org\/10.1109\/tgrs.2025.3624465","relation":{},"ISSN":["0196-2892","1558-0644"],"issn-type":[{"value":"0196-2892","type":"print"},{"value":"1558-0644","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]}}}