{"id":"https://openalex.org/W4401692068","doi":"https://doi.org/10.1109/tgrs.2024.3445887","title":"Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification","display_name":"Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4401692068","doi":"https://doi.org/10.1109/tgrs.2024.3445887"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3445887","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3445887","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/A5048298559","display_name":"M. Anwar Ma\u2019sum","orcid":"https://orcid.org/0000-0002-9251-7781"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Muhammad Anwar Ma\u2019Sum","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","STEM, University of South Australia, Adelaide, South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036928886","display_name":"Mahardhika Pratama","orcid":"https://orcid.org/0000-0001-6531-5087"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","STEM, University of South Australia, Adelaide, South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019720185","display_name":"Savitha Ramasamy","orcid":"https://orcid.org/0000-0003-1534-2989"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ramasamy Savitha","raw_affiliation_strings":["I2R, A*STAR, Fusionopolis, Singapore","A*Star, I2R, Singapore"],"affiliations":[{"raw_affiliation_string":"I2R, A*STAR, Fusionopolis, Singapore","institution_ids":["https://openalex.org/I115228651"]},{"raw_affiliation_string":"A*Star, I2R, Singapore","institution_ids":["https://openalex.org/I115228651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100383342","display_name":"Lin Liu","orcid":"https://orcid.org/0000-0003-2843-5738"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Lin Liu","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","STEM, University of South Australia, Adelaide, South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100709492","display_name":"H. Habibullah","orcid":"https://orcid.org/0000-0002-9542-9525"},"institutions":[{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Habibullah","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","STEM, University of South Australia, Adelaide, South Australia, Australia"],"affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, South Australia, Australia","institution_ids":["https://openalex.org/I170239107"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024220409","display_name":"Ryszard Kowalczyk","orcid":"https://orcid.org/0000-0003-0937-4028"},"institutions":[{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"funder","lineage":["https://openalex.org/I99542240"]},{"id":"https://openalex.org/I170239107","display_name":"University of South Australia","ror":"https://ror.org/01p93h210","country_code":"AU","type":"education","lineage":["https://openalex.org/I170239107"]}],"countries":["AU","PL"],"is_corresponding":false,"raw_author_name":"Ryszard Kowalczyk","raw_affiliation_strings":["STEM, University of South Australia, Adelaide, SA, Australia","System Research Institute, Polish Academy of Sciences, Poland"],"affiliations":[{"raw_affiliation_string":"STEM, University of South Australia, Adelaide, SA, Australia","institution_ids":["https://openalex.org/I170239107"]},{"raw_affiliation_string":"System Research Institute, Polish Academy of Sciences, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5048298559"],"corresponding_institution_ids":["https://openalex.org/I170239107"],"apc_list":null,"apc_paid":null,"fwci":1.3221,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.83119399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"14"},"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9909999966621399,"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"}},{"id":"https://openalex.org/T13890","display_name":"Remote Sensing and Land Use","score":0.9733999967575073,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"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":0.6749610900878906},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.6268815994262695},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.607699990272522},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5990955829620361},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.566509485244751},{"id":"https://openalex.org/keywords/one-shot","display_name":"One shot","score":0.4862991273403168},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47639361023902893},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4038887321949005},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.38578858971595764},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1831081211566925}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6749610900878906},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6268815994262695},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.607699990272522},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5990955829620361},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.566509485244751},{"id":"https://openalex.org/C2992734406","wikidata":"https://www.wikidata.org/wiki/Q413267","display_name":"One shot","level":2,"score":0.4862991273403168},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47639361023902893},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4038887321949005},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.38578858971595764},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1831081211566925},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tgrs.2024.3445887","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3445887","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"},{"id":"pmh:oai:urm_publish:9916891730401831","is_oa":false,"landing_page_url":"https://find.library.unisa.edu.au/discovery/fulldisplay/alma9916891730401831/61USOUTHAUS_INST:ROR","pdf_url":null,"source":{"id":"https://openalex.org/S4306402528","display_name":"UniSA Research Outputs Repository (University of South Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I170239107","host_organization_name":"University of South Australia","host_organization_lineage":["https://openalex.org/I170239107"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1980038761","https://openalex.org/W2473930607","https://openalex.org/W2515866431","https://openalex.org/W2560647685","https://openalex.org/W2592962403","https://openalex.org/W2788388592","https://openalex.org/W2798991696","https://openalex.org/W2921700058","https://openalex.org/W2939137134","https://openalex.org/W2948734064","https://openalex.org/W2963588172","https://openalex.org/W2964189064","https://openalex.org/W2964194231","https://openalex.org/W2998651940","https://openalex.org/W3012326541","https://openalex.org/W3035342403","https://openalex.org/W3105577662","https://openalex.org/W3108827478","https://openalex.org/W3136039794","https://openalex.org/W3167431782","https://openalex.org/W3171007011","https://openalex.org/W3171921236","https://openalex.org/W3174868646","https://openalex.org/W3176962406","https://openalex.org/W3177494822","https://openalex.org/W3182849481","https://openalex.org/W3188976178","https://openalex.org/W3189641358","https://openalex.org/W3195352277","https://openalex.org/W3200728138","https://openalex.org/W3201461236","https://openalex.org/W4280563105","https://openalex.org/W4283760989","https://openalex.org/W4285264698","https://openalex.org/W4296405307","https://openalex.org/W4297634446","https://openalex.org/W4306317271","https://openalex.org/W4307092192","https://openalex.org/W4312238419","https://openalex.org/W4312351187","https://openalex.org/W4312865701","https://openalex.org/W4313525856","https://openalex.org/W4319453812","https://openalex.org/W4319988532","https://openalex.org/W4321484009","https://openalex.org/W4321488352","https://openalex.org/W4327652394","https://openalex.org/W4327652443","https://openalex.org/W4365801723","https://openalex.org/W4375859866","https://openalex.org/W4379233575","https://openalex.org/W4385237236","https://openalex.org/W4386076680","https://openalex.org/W4386212318","https://openalex.org/W4390873328","https://openalex.org/W4391582449","https://openalex.org/W4392121983","https://openalex.org/W4392172936","https://openalex.org/W4393153113","https://openalex.org/W4396877686","https://openalex.org/W4398201030","https://openalex.org/W4400020447","https://openalex.org/W4402703053","https://openalex.org/W4402716128","https://openalex.org/W6736057607","https://openalex.org/W6741087337","https://openalex.org/W6741217325","https://openalex.org/W6742852309","https://openalex.org/W6751591294","https://openalex.org/W6761469101","https://openalex.org/W6767099637","https://openalex.org/W6776188292","https://openalex.org/W6779524190","https://openalex.org/W6788257161","https://openalex.org/W6790538114","https://openalex.org/W6797716736","https://openalex.org/W6802903043","https://openalex.org/W6843130822","https://openalex.org/W6843353688","https://openalex.org/W6848007349","https://openalex.org/W6849248325","https://openalex.org/W6849732246","https://openalex.org/W6849896277","https://openalex.org/W6851307889","https://openalex.org/W6859360253","https://openalex.org/W6862687846","https://openalex.org/W6863280751"],"related_works":["https://openalex.org/W2497720472","https://openalex.org/W4292659306","https://openalex.org/W3044321615","https://openalex.org/W2806221744","https://openalex.org/W2326937258","https://openalex.org/W394267150","https://openalex.org/W2773965352","https://openalex.org/W4294892107","https://openalex.org/W2357748469","https://openalex.org/W2392917037"],"abstract_inverted_index":{"A":[0],"continual":[1],"learning":[2,69,107,120],"(CL)":[3],"model":[4,92],"is":[5,95,115],"desired":[6],"for":[7,72,90,106],"remote":[8],"sensing":[9],"(RS)":[10],"image":[11,79,138],"analysis":[12],"because":[13,49],"of":[14,66,77,100,148,158],"varying":[15],"camera":[16],"parameters,":[17],"spectral":[18],"ranges,":[19],"resolutions,":[20],"etc.":[21],"There":[22],"exist":[23],"some":[24],"recent":[25],"initiatives":[26],"to":[27,127],"develop":[28],"CL":[29,75],"techniques":[30],"in":[31,163],"this":[32,61],"domain":[33],"but":[34],"they":[35],"still":[36],"depend":[37,85],"on":[38,86],"massive":[39],"labeled":[40,88],"samples":[41,89],"which":[42,82],"do":[43,83],"not":[44,84],"fully":[45],"fit":[46],"RS":[47,78,137],"applications":[48],"ground":[50],"truths":[51],"are":[52,160],"often":[53],"obtained":[54],"via":[55],"field-based":[56],"surveys.":[57],"This":[58],"article":[59],"addresses":[60],"problem":[62,114],"with":[63,117,123,136],"a":[64,124,142],"proposal":[65],"unsupervised":[67,73],"flat-wide":[68,119],"approach":[70,121],"(UNISA)":[71],"few-shot":[74],"approaches":[76],"scene":[80,139],"classifications":[81],"any":[87],"its":[91],"updates.":[93],"UNISA":[94,159],"developed":[96],"from":[97],"the":[98,110,118,129,146],"idea":[99],"prototype":[101],"scattering":[102],"and":[103,141,154],"positive":[104],"sampling":[105],"representations":[108],"while":[109],"catastrophic":[111],"forgetting":[112],"(CF)":[113],"tackled":[116],"combined":[122],"ball":[125],"generator":[126],"address":[128],"data":[130],"scarcity":[131],"problem.":[132],"Our":[133],"numerical":[134],"study":[135],"datasets":[140],"hyperspectral":[143],"dataset":[144],"confirms":[145],"advantages":[147],"our":[149],"solution.":[150],"For":[151],"future":[152],"studies":[153],"reproductions,":[155],"source":[156],"codes":[157],"shared":[161],"publicly":[162],"<uri":[164],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[165],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/anwarmaxsum/UNISA</uri>.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2024-08-20T00:00:00"}
