{"id":"https://openalex.org/W4391235300","doi":"https://doi.org/10.1109/tgrs.2024.3358493","title":"Thick Cloud Removal in Multitemporal Remote Sensing Images via Low-Rank Regularized Self-Supervised Network","display_name":"Thick Cloud Removal in Multitemporal Remote Sensing Images via Low-Rank Regularized Self-Supervised Network","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391235300","doi":"https://doi.org/10.1109/tgrs.2024.3358493"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3358493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3358493","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100454404","display_name":"Yong Chen","orcid":"https://orcid.org/0000-0002-5052-5919"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Chen","raw_affiliation_strings":["School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0002-5052-5919","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China","institution_ids":["https://openalex.org/I53592917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100722217","display_name":"Maolin Chen","orcid":"https://orcid.org/0009-0006-4614-364X"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maolin Chen","raw_affiliation_strings":["School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China"],"raw_orcid":"https://orcid.org/0009-0006-4614-364X","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China","institution_ids":["https://openalex.org/I53592917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024704138","display_name":"Wei He","orcid":"https://orcid.org/0000-0003-3410-0643"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei He","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-3410-0643","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747","https://openalex.org/I4210118728"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100440528","display_name":"Jinshan Zeng","orcid":"https://orcid.org/0000-0003-1719-3358"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinshan Zeng","raw_affiliation_strings":["School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0003-1719-3358","affiliations":[{"raw_affiliation_string":"School of Computer and Information Engineering, Jiangxi Normal University, Nanchang, China","institution_ids":["https://openalex.org/I53592917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064140321","display_name":"Min Huang","orcid":"https://orcid.org/0000-0002-2107-9227"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Huang","raw_affiliation_strings":["School of Geography and Environment, Jiangxi Normal University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0002-2107-9227","affiliations":[{"raw_affiliation_string":"School of Geography and Environment, Jiangxi Normal University, Nanchang, China","institution_ids":["https://openalex.org/I53592917"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084407185","display_name":"Yu\u2010Bang Zheng","orcid":"https://orcid.org/0000-0003-1756-6716"},"institutions":[{"id":"https://openalex.org/I4800084","display_name":"Southwest Jiaotong University","ror":"https://ror.org/00hn7w693","country_code":"CN","type":"education","lineage":["https://openalex.org/I4800084"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-Bang Zheng","raw_affiliation_strings":["School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-1756-6716","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Southwest Jiaotong University, Chengdu, China","institution_ids":["https://openalex.org/I4800084"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.2067,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.98433276,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8322945833206177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6947271227836609},{"id":"https://openalex.org/keywords/preprocessor","display_name":"Preprocessor","score":0.631171464920044},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6143571734428406},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5491117835044861},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4862419664859772},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4646759629249573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3626643121242523},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11825773119926453},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09226861596107483},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08561694622039795}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8322945833206177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6947271227836609},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.631171464920044},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6143571734428406},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5491117835044861},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4862419664859772},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4646759629249573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3626643121242523},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11825773119926453},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09226861596107483},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08561694622039795},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3358493","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3358493","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2641375027","display_name":null,"funder_award_id":"20232ACB212001","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G3336705088","display_name":null,"funder_award_id":"62301456","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G341010984","display_name":null,"funder_award_id":"61977038","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3461242344","display_name":null,"funder_award_id":"20224ACB212004","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G3885602200","display_name":null,"funder_award_id":"20232BCJ23086","funder_id":"https://openalex.org/F4320327525","funder_display_name":"Major Discipline Academic and Technical Leaders Training Program of Jiangxi Province"},{"id":"https://openalex.org/G4138776780","display_name":null,"funder_award_id":"42271370","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4987979235","display_name":null,"funder_award_id":"62376110","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5614044589","display_name":null,"funder_award_id":"62101222","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8226224965","display_name":null,"funder_award_id":"20224BAB212001","funder_id":"https://openalex.org/F4320322665","funder_display_name":"Natural Science Foundation of Jiangxi Province"},{"id":"https://openalex.org/G8623119958","display_name":null,"funder_award_id":"42201438","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322665","display_name":"Natural Science Foundation of Jiangxi Province","ror":null},{"id":"https://openalex.org/F4320327525","display_name":"Major Discipline Academic and Technical Leaders Training Program of Jiangxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W262588213","https://openalex.org/W1522301498","https://openalex.org/W1963768209","https://openalex.org/W1982867473","https://openalex.org/W2006273284","https://openalex.org/W2028843131","https://openalex.org/W2086355237","https://openalex.org/W2091449379","https://openalex.org/W2095396982","https://openalex.org/W2099095787","https://openalex.org/W2102834609","https://openalex.org/W2133665775","https://openalex.org/W2145569126","https://openalex.org/W2151730289","https://openalex.org/W2202387136","https://openalex.org/W2292891435","https://openalex.org/W2343342839","https://openalex.org/W2596422482","https://openalex.org/W2764207251","https://openalex.org/W2785924090","https://openalex.org/W2883102714","https://openalex.org/W2912747420","https://openalex.org/W2925392274","https://openalex.org/W2963481934","https://openalex.org/W2964013315","https://openalex.org/W2964146769","https://openalex.org/W2972301798","https://openalex.org/W2972981284","https://openalex.org/W3000672846","https://openalex.org/W3008202438","https://openalex.org/W3027738884","https://openalex.org/W3038579873","https://openalex.org/W3041874188","https://openalex.org/W3048631361","https://openalex.org/W3087027504","https://openalex.org/W3102692100","https://openalex.org/W3105052070","https://openalex.org/W3107490592","https://openalex.org/W3113161131","https://openalex.org/W3115007495","https://openalex.org/W3165549846","https://openalex.org/W3168052222","https://openalex.org/W3210579416","https://openalex.org/W3215865232","https://openalex.org/W4205211519","https://openalex.org/W4206319168","https://openalex.org/W4206390268","https://openalex.org/W4206909333","https://openalex.org/W4207042493","https://openalex.org/W4213333386","https://openalex.org/W4221105195","https://openalex.org/W4226181542","https://openalex.org/W4285307646","https://openalex.org/W4309478296","https://openalex.org/W4319166471","https://openalex.org/W4366132032","https://openalex.org/W4378194596","https://openalex.org/W4385064828","https://openalex.org/W4385553849","https://openalex.org/W4385627111","https://openalex.org/W4387623802","https://openalex.org/W4388157208","https://openalex.org/W4388685310","https://openalex.org/W4389633737","https://openalex.org/W4391092611","https://openalex.org/W6631190155","https://openalex.org/W6857839881"],"related_works":["https://openalex.org/W4244478748","https://openalex.org/W3150465815","https://openalex.org/W4223488648","https://openalex.org/W2134969820","https://openalex.org/W2251605416","https://openalex.org/W1997222214","https://openalex.org/W2560439919","https://openalex.org/W4389340727","https://openalex.org/W2802581102","https://openalex.org/W2353456014"],"abstract_inverted_index":{"The":[0],"existence":[1],"of":[2,10,30,46,59,87,125,165,174,188,209,260],"thick":[3,111,156],"clouds":[4],"covers":[5],"the":[6,27,51,56,77,85,110,122,138,161,166,170,175,184,191,206,210,214,231,237,258,261],"comprehensive":[7],"Earth":[8],"observation":[9],"optical":[11],"remote":[12,115],"sensing":[13,116],"images":[14,64,70,117],"(RSIs).":[15],"Cloud":[16],"removal":[17,158],"is":[18,202,220],"an":[19,223],"effective":[20],"and":[21,40,74,105,127,144,169,217,254],"economical":[22],"preprocessing":[23],"step":[24],"to":[25,108,182,204,240],"improve":[26],"subsequent":[28],"applications":[29],"RSIs.":[31],"Deep":[32],"learning":[33],"(DL)-based":[34],"methods":[35,48,107],"have":[36,83],"attracted":[37],"much":[38,247],"attention":[39],"achieved":[41],"state-of-the-art":[42],"results.":[43],"However,":[44],"most":[45],"these":[47],"suffer":[49],"from":[50,113],"following":[52],"issues:":[53],"1)":[54],"ignore":[55],"physical":[57],"characteristics":[58],"RSIs;":[60],"2)":[61],"require":[62,198],"paired":[63],"with/without":[65],"cloud":[66,78,112,128,147,157,176,233,238],"or":[67],"extra":[68],"auxiliary":[69],"(such":[71],"as":[72,130,132,246,248],"SAR);":[73],"3)":[75],"demand":[76],"mask.":[79],"These":[80],"issues":[81],"might":[82],"limited":[84],"flexibility":[86],"existing":[88],"networks.":[89],"In":[90,149],"this":[91,150],"paper,":[92],"we":[93,136,152,235],"propose":[94],"a":[95,154],"novel":[96],"low-rank":[97,142,163],"regularized":[98],"self-supervised":[99,193],"network":[100,194],"(LRRSSN)":[101],"that":[102,195],"couples":[103],"model-driven":[104,155,216],"data-driven":[106,192,218],"remove":[109],"multitemporal":[114],"(MRSIs).":[118],"First,":[119],"motivated":[120],"by":[121,222],"equal":[123],"importance":[124],"image":[126,140,143,167,211],"components":[129],"well":[131],"their":[133],"intrinsic":[134],"characteristics,":[135],"decompose":[137],"observed":[139],"into":[141],"structural":[145,172],"sparse":[146],"components.":[148],"way,":[151],"obtain":[153],"method":[159],"where":[160],"spectral-temporal":[162],"correlation":[164],"component":[168,177],"spectral":[171],"sparsity":[173],"are":[178],"effectively":[179],"exploited.":[180],"Second,":[181],"capture":[183],"complex":[185],"nonlinear":[186],"features":[187],"different":[189],"scenarios,":[190],"does":[196],"not":[197],"external":[199],"training":[200],"datasets":[201],"designed":[203],"explore":[205],"deep":[207],"prior":[208],"component.":[212],"Third,":[213],"coupled":[215],"LRRSSN":[219],"optimized":[221],"efficient":[224],"half-quadratic":[225],"splitting":[226],"algorithm.":[227],"Finally,":[228],"without":[229],"knowing":[230],"exact":[232],"mask,":[234],"estimate":[236],"mask":[239],"preserve":[241],"information":[242],"in":[243,252],"cloud-free":[244],"areas":[245],"possible.":[249],"Experiments":[250],"conducted":[251],"synthetic":[253],"real-world":[255],"scenarios":[256],"demonstrate":[257],"effectiveness":[259],"proposed":[262],"approach.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":36},{"year":2024,"cited_by_count":11}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}