{"id":"https://openalex.org/W4405056178","doi":"https://doi.org/10.1109/tgrs.2024.3511622","title":"Query Adaptive Transformer and Multiprototype Rectification for Few-Shot Remote Sensing Image Segmentation","display_name":"Query Adaptive Transformer and Multiprototype Rectification for Few-Shot Remote Sensing Image Segmentation","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4405056178","doi":"https://doi.org/10.1109/tgrs.2024.3511622"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3511622","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3511622","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/A5103267972","display_name":"Tianyi Gao","orcid":"https://orcid.org/0009-0003-7298-4344"},"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"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Tianyi Gao","raw_affiliation_strings":["School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084683976","display_name":"Zhi Gao","orcid":"https://orcid.org/0000-0003-3325-1183"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi Gao","raw_affiliation_strings":["School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004950171","display_name":"Hong Ji","orcid":"https://orcid.org/0000-0003-0812-4334"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hong Ji","raw_affiliation_strings":["School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114848983","display_name":"Wei Ao","orcid":"https://orcid.org/0000-0002-7697-7032"},"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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Ao","raw_affiliation_strings":["School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Remote Sensing and Information Engineering, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019995639","display_name":"Weiwei Song","orcid":"https://orcid.org/0000-0001-5089-4127"},"institutions":[{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiwei Song","raw_affiliation_strings":["Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103267972"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":79.6782,"has_fulltext":false,"cited_by_count":57,"citation_normalized_percentile":{"value":0.99942604,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9767000079154968,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9767000079154968,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace Engineering"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9531000256538391,"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":0.9351999759674072,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6950298547744751},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5973473191261292},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.590675413608551},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.5371174812316895},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5165618658065796},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5130537748336792},{"id":"https://openalex.org/keywords/rectification","display_name":"Rectification","score":0.4944913387298584},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4938421845436096},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.42457252740859985},{"id":"https://openalex.org/keywords/single-shot","display_name":"Single shot","score":0.4108961820602417},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18233239650726318},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.15680405497550964},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.12685918807983398},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.11652854084968567},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.11242496967315674},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09574949741363525},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09367719292640686}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6950298547744751},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5973473191261292},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.590675413608551},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.5371174812316895},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5165618658065796},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5130537748336792},{"id":"https://openalex.org/C50942859","wikidata":"https://www.wikidata.org/wiki/Q4967193","display_name":"Rectification","level":3,"score":0.4944913387298584},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4938421845436096},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.42457252740859985},{"id":"https://openalex.org/C3019835501","wikidata":"https://www.wikidata.org/wiki/Q1310130","display_name":"Single shot","level":2,"score":0.4108961820602417},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18233239650726318},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.15680405497550964},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.12685918807983398},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.11652854084968567},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.11242496967315674},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09574949741363525},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09367719292640686},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3511622","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3511622","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/G2131151903","display_name":null,"funder_award_id":"42192580","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2220427958","display_name":null,"funder_award_id":"D040103","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2248801779","display_name":null,"funder_award_id":"D010206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4308293926","display_name":null,"funder_award_id":"42192583","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1523686390","https://openalex.org/W2108598243","https://openalex.org/W2604086375","https://openalex.org/W2624779149","https://openalex.org/W2790898247","https://openalex.org/W2793461576","https://openalex.org/W2798836702","https://openalex.org/W2963078159","https://openalex.org/W2967509619","https://openalex.org/W2990230185","https://openalex.org/W3003882269","https://openalex.org/W3046698617","https://openalex.org/W3047258141","https://openalex.org/W3108189450","https://openalex.org/W3128592650","https://openalex.org/W3161825146","https://openalex.org/W3180045188","https://openalex.org/W3195155596","https://openalex.org/W3200870516","https://openalex.org/W3202923600","https://openalex.org/W3205944634","https://openalex.org/W3211329537","https://openalex.org/W4205138939","https://openalex.org/W4206433182","https://openalex.org/W4211112734","https://openalex.org/W4213200979","https://openalex.org/W4213428589","https://openalex.org/W4214893857","https://openalex.org/W4220680175","https://openalex.org/W4241027858","https://openalex.org/W4283216168","https://openalex.org/W4285197531","https://openalex.org/W4285600307","https://openalex.org/W4312359569","https://openalex.org/W4312446817","https://openalex.org/W4312901617","https://openalex.org/W4313196086","https://openalex.org/W4318149001","https://openalex.org/W4385245566","https://openalex.org/W4388019154","https://openalex.org/W4390874575","https://openalex.org/W4399665770","https://openalex.org/W4399939408","https://openalex.org/W4402261028","https://openalex.org/W4402667899","https://openalex.org/W4402916625","https://openalex.org/W6736057607","https://openalex.org/W6754568377","https://openalex.org/W6771401702","https://openalex.org/W6784094891","https://openalex.org/W6797708798","https://openalex.org/W6800751262","https://openalex.org/W6846377438"],"related_works":["https://openalex.org/W3142396426","https://openalex.org/W2471333042","https://openalex.org/W4396643691","https://openalex.org/W4404739899","https://openalex.org/W4402383816","https://openalex.org/W2955491601","https://openalex.org/W146529714","https://openalex.org/W4402559869","https://openalex.org/W4230158770","https://openalex.org/W2316500695"],"abstract_inverted_index":{"Deep":[0],"learning":[1,39],"has":[2,33],"emerged":[3],"as":[4],"a":[5,48,95,129,149,159,169,211],"powerful":[6],"tool":[7],"for":[8,225],"semantic":[9],"segmentation":[10,31,224],"tasks.":[11],"However,":[12,53],"in":[13],"some":[14],"data-deficient":[15],"and":[16,92,203,219],"resource-limited":[17],"scenarios,":[18],"networks":[19],"are":[20,126],"constrained":[21],"to":[22,66,75,114,215],"learn":[23],"novel":[24,44,115,212],"concepts.":[25],"To":[26,81,141],"tackle":[27],"this":[28],"problem,":[29],"few-shot":[30,222],"(FSS)":[32],"been":[34],"proposed":[35],"by":[36,46,88,145,180],"the":[37,76,83,107,166,177,194,217],"machine":[38],"community,":[40],"aiming":[41],"at":[42],"segmenting":[43],"objects":[45,116,157],"leveraging":[47,176],"handful":[49],"of":[50,79,136,155,185,221],"annotated":[51],"samples.":[52],"most":[54],"advanced":[55],"FSS":[56],"algorithms":[57],"suffer":[58],"from":[59,117],"severe":[60],"performance":[61],"degradation":[62],"when":[63],"directly":[64],"applied":[65],"remote":[67],"sensing":[68],"image":[69],"(RSI)":[70],"domains.":[71],"Challenges":[72],"arise":[73],"due":[74],"unique":[77],"characteristics":[78],"RSIs.":[80,119],"address":[82],"large":[84],"intraclass":[85],"variation":[86],"brought":[87,144],"various":[89],"imaging":[90],"conditions":[91],"large-scale":[93],"variations,":[94],"query":[96,104,118,124,130,138,181],"adaptive":[97],"transformer":[98],"(QAT)":[99],"is":[100,121,152,188],"proposed.":[101],"QAT":[102],"incorporates":[103],"priors":[105,125],"into":[106],"feature":[108],"extraction":[109],"process,":[110],"adapting":[111],"RSI":[112,223],"features":[113],"It":[120],"noteworthy":[122],"that":[123],"extracted":[127],"via":[128],"prior":[131,170],"generation":[132],"(QPG)":[133],"module":[134,172],"devoid":[135],"any":[137],"label":[139],"information.":[140],"alleviate":[142],"interference":[143],"complex":[146],"object":[147],"distribution,":[148],"multiprototype":[150],"strategy":[151],"adopted":[153],"instead":[154],"representing":[156],"with":[158,205],"single":[160],"prototype":[161],"ambiguously.":[162],"Moreover,":[163],"we":[164,209],"rectify":[165],"prototypes":[167],"using":[168],"injection":[171],"(PIM),":[173],"thereby":[174],"fully":[175],"advantages":[178],"offered":[179],"priors.":[182],"The":[183],"superiority":[184],"our":[186],"method":[187],"validated":[189],"through":[190],"comprehensive":[191],"experiments":[192],"on":[193],"public":[195],"iSAID-<inline-formula":[196],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[197],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[198],"<tex-math":[199],"notation=\"LaTeX\">$5^{i}$":[200],"</tex-math></inline-formula>":[201],"dataset":[202],"comparisons":[204],"state-of-the-art":[206],"methods.":[207],"Finally,":[208],"propose":[210],"cross-domain":[213],"setting":[214],"investigate":[216],"potential":[218],"generalizability":[220],"several":[226],"Earth":[227],"observation":[228],"applications.":[229]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":48},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}