{"id":"https://openalex.org/W4367016216","doi":"https://doi.org/10.1109/jstars.2023.3269852","title":"A General Transitive Transfer Learning Framework for Cross-Optical Sensor Remote Sensing Image Scene Understanding","display_name":"A General Transitive Transfer Learning Framework for Cross-Optical Sensor Remote Sensing Image Scene Understanding","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4367016216","doi":"https://doi.org/10.1109/jstars.2023.3269852"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2023.3269852","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3269852","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/9973430/10107753.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/4609443/9973430/10107753.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073640524","display_name":"Chao Tao","orcid":"https://orcid.org/0000-0003-0071-310X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Tao","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-0071-310X","affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089904246","display_name":"Rong Xiao","orcid":"https://orcid.org/0000-0003-4879-7277"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rong Xiao","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-4879-7277","affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101437058","display_name":"Yuze Wang","orcid":"https://orcid.org/0000-0001-9586-0393"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuze Wang","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9586-0393","affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002710782","display_name":"Ji Qi","orcid":"https://orcid.org/0000-0001-7948-579X"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ji Qi","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7948-579X","affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100398353","display_name":"Haifeng Li","orcid":"https://orcid.org/0000-0003-1173-6593"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Li","raw_affiliation_strings":["School of Geosciences and Info-Physics, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-1173-6593","affiliations":[{"raw_affiliation_string":"School of Geosciences and Info-Physics, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.9009,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.76874759,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":"16","issue":null,"first_page":"4248","last_page":"4260"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9878000020980835,"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"}},{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.984000027179718,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/transitive-relation","display_name":"Transitive relation","score":0.6861700415611267},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6335663795471191},{"id":"https://openalex.org/keywords/notation","display_name":"Notation","score":0.6114093661308289},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5972640514373779},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5636824369430542},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5078542828559875},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.45842117071151733},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.45815765857696533},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43785589933395386},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3212709426879883},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21408364176750183},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.1124148964881897}],"concepts":[{"id":"https://openalex.org/C191399111","wikidata":"https://www.wikidata.org/wiki/Q64861","display_name":"Transitive relation","level":2,"score":0.6861700415611267},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6335663795471191},{"id":"https://openalex.org/C45357846","wikidata":"https://www.wikidata.org/wiki/Q2001982","display_name":"Notation","level":2,"score":0.6114093661308289},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5972640514373779},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5636824369430542},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5078542828559875},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.45842117071151733},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.45815765857696533},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43785589933395386},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3212709426879883},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21408364176750183},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.1124148964881897},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2023.3269852","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3269852","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/9973430/10107753.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:5a865cfba1974c6e8de01aba2641451f","is_oa":true,"landing_page_url":"https://doaj.org/article/5a865cfba1974c6e8de01aba2641451f","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 16, Pp 4248-4260 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2023.3269852","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2023.3269852","pdf_url":"https://ieeexplore.ieee.org/ielx7/4609443/9973430/10107753.pdf","source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"is_oa":true,"is_in_doaj":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2090819383","display_name":"\u9ad8\u5206\u8fa8\u7387\u9065\u611f\u5f71\u50cf\"\u573a\u666f-\u76ee\u6807\"\u534f\u540c\u7406\u89e3\u7406\u8bba\u4e0e\u65b9\u6cd5\u7814\u7a76","funder_award_id":"41771458","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3983738434","display_name":null,"funder_award_id":"42171376","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"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367016216.pdf","grobid_xml":"https://content.openalex.org/works/W4367016216.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1821462560","https://openalex.org/W1965555277","https://openalex.org/W1980038761","https://openalex.org/W1985697265","https://openalex.org/W2059929438","https://openalex.org/W2097117768","https://openalex.org/W2117539524","https://openalex.org/W2165698076","https://openalex.org/W2194775991","https://openalex.org/W2515866431","https://openalex.org/W2592962403","https://openalex.org/W2610614780","https://openalex.org/W2765286980","https://openalex.org/W2802932426","https://openalex.org/W2890732922","https://openalex.org/W2914951395","https://openalex.org/W2944029760","https://openalex.org/W2945225401","https://openalex.org/W2945385604","https://openalex.org/W2945998314","https://openalex.org/W2954996726","https://openalex.org/W2963140444","https://openalex.org/W2963578416","https://openalex.org/W2964194231","https://openalex.org/W2964288524","https://openalex.org/W2970065770","https://openalex.org/W2970736947","https://openalex.org/W2982242214","https://openalex.org/W2986943971","https://openalex.org/W2992240579","https://openalex.org/W2995766874","https://openalex.org/W3022140654","https://openalex.org/W3035219538","https://openalex.org/W3040902738","https://openalex.org/W3088971399","https://openalex.org/W3104355817","https://openalex.org/W3105577662","https://openalex.org/W3112898771","https://openalex.org/W3169879351","https://openalex.org/W3198407848","https://openalex.org/W3207625006","https://openalex.org/W4206603952","https://openalex.org/W4229457118","https://openalex.org/W4293057149","https://openalex.org/W4293659930","https://openalex.org/W6631190155","https://openalex.org/W6638523607","https://openalex.org/W6780052409","https://openalex.org/W6784004416","https://openalex.org/W6800623569","https://openalex.org/W6803456852"],"related_works":["https://openalex.org/W4312527695","https://openalex.org/W2361167282","https://openalex.org/W1528932152","https://openalex.org/W2091342995","https://openalex.org/W2271118953","https://openalex.org/W3007067598","https://openalex.org/W2359420171","https://openalex.org/W1677394555","https://openalex.org/W2073498251","https://openalex.org/W2006385248"],"abstract_inverted_index":{"During":[0],"the":[1,4,66,73,121,133,234],"past":[2],"decades,":[3],"invention":[5],"and":[6,92,213,242],"employment":[7],"of":[8,120,227],"multiple":[9,86],"sensors":[10,71,138],"have":[11],"enabled":[12],"multisensor":[13],"remote-sensing":[14],"images":[15,25,67],"(RSIs)":[16],"image":[17,89],"acquisition.":[18],"In":[19],"order":[20],"to":[21,44,52,130,253],"effectively":[22],"use":[23],"these":[24,176],"for":[26,108],"RS":[27],"scene":[28,31,90,111,164],"understanding,":[29,112],"a":[30,101,147,210,218,249],"classification":[32],"model":[33],"trained":[34],"with":[35,118],"samples":[36],"collected":[37],"from":[38],"one":[39,152,160],"sensor":[40,93,163,229],"should":[41],"generalize":[42],"well":[43],"other":[45],"sensors.":[46,57],"However,":[47],"it":[48],"is":[49,61,129,154],"extremely":[50],"challenging":[51,161],"directly":[53],"transfer":[54,104,123,220,239,256],"between":[55,136,156],"different":[56,70,77,137],"The":[58,126],"key":[59],"reason":[60],"that:":[62],"If":[63],"we":[64,99],"regard":[65],"obtained":[68],"by":[69,85,139,146,175],"as":[72,209],"data":[74],"distributed":[75],"in":[76],"domains,":[78,142],"there":[79],"are":[80,144],"large":[81],"interdomain":[82,134],"gaps":[83],"caused":[84],"factors":[87],"like":[88],"contents":[91],"imaging":[94],"parameters.":[95],"To":[96],"address":[97],"this,":[98],"proposed":[100],"general":[102],"transitive":[103],"learning":[105,124,221,240,257],"(TTL)":[106],"framework":[107,235,247],"cross-optical":[109,162,228],"RSIs":[110,230],"which":[113,143],"can":[114,167,206,214,236],"be":[115,168,207,215],"easily":[116],"coupled":[117],"most":[119,238],"existing":[122],"methods.":[125,258],"core":[127],"idea":[128],"gradually":[131],"minimize":[132],"gap":[135],"several":[140,171],"intermediate":[141,177,186,194],"constructed":[145],"single-factor":[148],"criterion":[149],"that":[150,233],"only":[151],"factor":[153],"changed":[155],"adjacent":[157],"domains.":[158],"Then":[159],"understanding":[165],"task":[166],"divided":[169],"into":[170],"easier":[172],"subtasks":[173],"connected":[174],"domains":[178],"(source":[179],"domain":[180,187,195],"<inline-formula":[181,188,196],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[182,189,197],"xmlns:xlink=\"http://www.w3.org/1999/xlink\"><tex-math":[183,190,198],"notation=\"LaTeX\">$\\rightarrow$</tex-math></inline-formula>":[184],"1st":[185],"notation=\"LaTeX\">$\\rightarrow":[191,199],"$</tex-math></inline-formula>":[192],"2nd":[193],"\\dots":[200],"\\rightarrow$</tex-math></inline-formula>":[201],"target":[202],"domain).":[203],"Each":[204],"subtask":[205],"regarded":[208],"direct-transfer":[211],"task,":[212],"completed":[216],"using":[217,224],"mainstream":[219],"method.":[222],"Experiments":[223],"six":[225],"sets":[226],"datasets":[231],"demonstrated":[232],"fit":[237],"methods":[241],"improve":[243],"their":[244],"performance.":[245],"Our":[246],"achieves":[248],"new":[250],"state-of-the-art":[251],"compared":[252],"recently":[254],"published":[255]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}