{"id":"https://openalex.org/W4392173896","doi":"https://doi.org/10.1109/tgrs.2024.3370584","title":"Toward Multiparty Personalized Collaborative Learning in Remote Sensing","display_name":"Toward Multiparty Personalized Collaborative Learning in Remote Sensing","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392173896","doi":"https://doi.org/10.1109/tgrs.2024.3370584"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3370584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3370584","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/A5103165266","display_name":"Jianzhao Li","orcid":"https://orcid.org/0000-0002-1524-1363"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianzhao Li","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-1524-1363","affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091227928","display_name":"Maoguo Gong","orcid":"https://orcid.org/0000-0002-0415-8556"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Maoguo Gong","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0415-8556","affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113325603","display_name":"Zaitian Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zaitian Liu","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101427060","display_name":"Shanfeng Wang","orcid":"https://orcid.org/0000-0002-2151-6722"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanfeng Wang","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102853767","display_name":"Yourun Zhang","orcid":"https://orcid.org/0000-0003-1086-9036"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yourun Zhang","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024112348","display_name":"Yu Zhou","orcid":"https://orcid.org/0009-0006-9950-4728"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhou","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011958968","display_name":"Yuan Gao","orcid":"https://orcid.org/0000-0002-2990-9205"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuan Gao","raw_affiliation_strings":["Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-2990-9205","affiliations":[{"raw_affiliation_string":"Key Laboratory of Collaborative Intelligence Systems, Ministry of Education, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I149594827"],"apc_list":null,"apc_paid":null,"fwci":17.3739,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.99056652,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.7793999910354614,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.7793999910354614,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.7146999835968018,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T14427","display_name":"Environmental Monitoring and Data Management","score":0.7107999920845032,"subfield":{"id":"https://openalex.org/subfields/1907","display_name":"Geology"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6519662141799927},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6293200254440308},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2182600200176239}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6519662141799927},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6293200254440308},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2182600200176239}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3370584","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3370584","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/G1949608614","display_name":null,"funder_award_id":"62036006","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2815294534","display_name":null,"funder_award_id":"2024JC-YBMS-485","funder_id":"https://openalex.org/F4320336567","funder_display_name":"Natural Science Basic Research Program of Shaanxi Province"},{"id":"https://openalex.org/G5426497433","display_name":null,"funder_award_id":"GZB20230555","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320336567","display_name":"Natural Science Basic Research Program of Shaanxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":75,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1964069486","https://openalex.org/W2010478697","https://openalex.org/W2011287807","https://openalex.org/W2029316659","https://openalex.org/W2101711129","https://openalex.org/W2136251662","https://openalex.org/W2163886442","https://openalex.org/W2212194823","https://openalex.org/W2412588858","https://openalex.org/W2592962403","https://openalex.org/W2614256707","https://openalex.org/W2767079719","https://openalex.org/W2781091734","https://openalex.org/W2791006446","https://openalex.org/W2793941577","https://openalex.org/W2794624686","https://openalex.org/W2808098982","https://openalex.org/W2811355488","https://openalex.org/W2886493749","https://openalex.org/W2890732922","https://openalex.org/W2901304015","https://openalex.org/W2903777941","https://openalex.org/W2903890850","https://openalex.org/W2919352650","https://openalex.org/W2935033494","https://openalex.org/W2940726923","https://openalex.org/W2972570881","https://openalex.org/W2979658571","https://openalex.org/W2982426954","https://openalex.org/W2989289980","https://openalex.org/W2999074226","https://openalex.org/W3002750555","https://openalex.org/W3004715243","https://openalex.org/W3021654819","https://openalex.org/W3043758338","https://openalex.org/W3049484696","https://openalex.org/W3086809868","https://openalex.org/W3088162569","https://openalex.org/W3108946571","https://openalex.org/W3112730968","https://openalex.org/W3123459983","https://openalex.org/W3128592650","https://openalex.org/W3133814152","https://openalex.org/W3150573203","https://openalex.org/W3165209762","https://openalex.org/W3183600011","https://openalex.org/W4200000656","https://openalex.org/W4200329182","https://openalex.org/W4205452166","https://openalex.org/W4226291728","https://openalex.org/W4283796083","https://openalex.org/W4313555745","https://openalex.org/W4315631463","https://openalex.org/W4320018442","https://openalex.org/W4360770903","https://openalex.org/W4367663371","https://openalex.org/W4377007936","https://openalex.org/W4382998925","https://openalex.org/W4384009247","https://openalex.org/W4387092571","https://openalex.org/W4389352549","https://openalex.org/W6728757088","https://openalex.org/W6736057607","https://openalex.org/W6738383168","https://openalex.org/W6746156715","https://openalex.org/W6746388805","https://openalex.org/W6751754709","https://openalex.org/W6756680320","https://openalex.org/W6759238902","https://openalex.org/W6763048141","https://openalex.org/W6774120287","https://openalex.org/W6779174293","https://openalex.org/W6842430276","https://openalex.org/W7020680850"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0,241],"powerful":[1],"deep":[2],"learning":[3,43,105],"models":[4,111,142,151,170],"in":[5,108,115,185,250,257],"remote":[6,22,61,206],"sensing":[7,23,62,207],"are":[8,135],"inseparable":[9],"from":[10,129,147],"the":[11,17,27,53,66,89,119,148,154,173,186,193,200,258,261,272],"support":[12],"of":[13,21,29,92,110,118,156,162,202,274,283],"massive":[14],"data.":[15,159],"However,":[16],"privacy":[18],"and":[19,35,65,74,78,112,214,228,233,238,266,285],"sensitivity":[20],"data":[24,67],"(RSD)":[25],"restrict":[26],"possibility":[28],"each":[30,70,116],"party":[31,71],"to":[32,57,84,124,137,153,171,191],"collaboratively":[33],"train":[34],"share":[36],"a":[37,46,86,100,144,211,216],"large":[38],"general":[39],"model.":[40],"Although":[41],"multi-party":[42,102],"(MPL)":[44],"is":[45,50,72,82,248,276],"feasible":[47],"solution,":[48],"it":[49,81,181],"difficult":[51],"for":[52,88],"existing":[54],"MPL":[55,227,265,268],"methods":[56],"uniformly":[58],"process":[59],"different":[60,93,167,179,196],"tasks":[63],"(RSTs),":[64],"held":[68],"by":[69],"non-independent":[73],"identically":[75],"distributed,":[76],"heterogeneous":[77],"multi-sources.":[79],"Therefore,":[80],"urgent":[83],"explore":[85,138,192],"solution":[87],"personalized":[90,103,126,140,168,229,267],"processing":[91],"RSTs.":[94,175],"In":[95,160,270],"this":[96],"paper,":[97],"we":[98,122,204],"formulate":[99],"novel":[101],"collaborative":[104,188],"(MPCL)":[106],"framework":[107],"terms":[109,161],"tasks.":[113,197],"Specifically,":[114],"iteration":[117],"communication":[120],"round,":[121],"aim":[123],"decouple":[125],"model":[127,131],"optimization":[128],"global":[130,149,169],"learning.":[132],"Different":[133],"participants":[134,177],"allowed":[136],"their":[139,157],"local":[141,158],"at":[143],"certain":[145],"distance":[146],"aggregation":[150],"according":[152],"characteristics":[155],"task":[163],"personalization,":[164],"MPCL":[165,247,275],"provides":[166],"handle":[172],"corresponding":[174],"For":[176],"with":[178,226,260],"RSTs,":[180],"can":[182],"be":[183],"implemented":[184],"multi-task":[187],"training":[189],"strategy":[190],"connection":[194],"between":[195],"To":[198],"demonstrate":[199,244],"feasibility":[201,218],"MPCL,":[203],"take":[205],"image":[208,280],"classification":[209],"as":[210],"case":[212],"study":[213],"provide":[215],"detailed":[217],"scheme.":[219],"We":[220],"constructed":[221],"four":[222,252],"benchmark":[223],"datasets":[224],"compliant":[225],"MPL,":[230],"including":[231],"single-source":[232],"multi-source":[234],"about":[235],"SAR,":[236],"hyperspectral":[237],"optical":[239],"RSD.":[240],"experimental":[242],"results":[243],"that":[245],"our":[246],"superior":[249],"these":[251],"RSD,":[253],"which":[254],"ranked":[255],"first":[256],"competition":[259],"classic":[262],"or":[263],"state-of-the-art":[264],"algorithms.":[269],"addition,":[271],"scalability":[273],"also":[277],"verified":[278],"on":[279],"segmentation":[281],"RSTs":[282],"building":[284],"road":[286],"extraction.":[287]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
