{"id":"https://openalex.org/W4412375182","doi":"https://doi.org/10.1109/tgrs.2025.3587389","title":"Prototype-Guided Multilayer Alignment Network for Few-Shot Object Detection in Remote Sensing","display_name":"Prototype-Guided Multilayer Alignment Network for Few-Shot Object Detection in Remote Sensing","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412375182","doi":"https://doi.org/10.1109/tgrs.2025.3587389"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3587389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3587389","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/A5102748839","display_name":"Abdullah Azeem","orcid":"https://orcid.org/0009-0002-9336-2774"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Abdullah Azeem","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0002-9336-2774","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081224354","display_name":"Zhengzhou Li","orcid":"https://orcid.org/0000-0001-5275-1728"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengzhou Li","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0001-5275-1728","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102004311","display_name":"Abubakar Siddique","orcid":"https://orcid.org/0009-0000-4131-9665"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Abubakar Siddique","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0009-0000-4131-9665","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114804059","display_name":"Yuting Zhang","orcid":"https://orcid.org/0000-0002-4940-1396"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuting Zhang","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-4940-1396","affiliations":[{"raw_affiliation_string":"School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056955773","display_name":"Yongsong Li","orcid":"https://orcid.org/0000-0002-5955-2999"},"institutions":[{"id":"https://openalex.org/I145581781","display_name":"Chongqing Technology and Business University","ror":"https://ror.org/05hqf1284","country_code":"CN","type":"education","lineage":["https://openalex.org/I145581781"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongsong Li","raw_affiliation_strings":["School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-5955-2999","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence, Chongqing Technology and Business University, Chongqing, China","institution_ids":["https://openalex.org/I145581781"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.907,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93175165,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9713000059127808,"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":0.9713000059127808,"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/T14257","display_name":"Advanced Measurement and Detection Methods","score":0.9659000039100647,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9253000020980835,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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":0.6993316411972046},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6690378189086914},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5744059681892395},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.4483090341091156},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36013495922088623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33971062302589417},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.18171173334121704},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.17754265666007996}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6993316411972046},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6690378189086914},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5744059681892395},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4483090341091156},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36013495922088623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33971062302589417},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.18171173334121704},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.17754265666007996}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3587389","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3587389","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/G2253890267","display_name":null,"funder_award_id":"61675036","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2277360812","display_name":null,"funder_award_id":"6140415020312","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":75,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1682403713","https://openalex.org/W2308318555","https://openalex.org/W2565639579","https://openalex.org/W2788210750","https://openalex.org/W2794952988","https://openalex.org/W2896457183","https://openalex.org/W2962837320","https://openalex.org/W2962964995","https://openalex.org/W2963037989","https://openalex.org/W2983156430","https://openalex.org/W2989604896","https://openalex.org/W2992240579","https://openalex.org/W2996583130","https://openalex.org/W2998356391","https://openalex.org/W3090449556","https://openalex.org/W3096609285","https://openalex.org/W3132437036","https://openalex.org/W3145005606","https://openalex.org/W3163623915","https://openalex.org/W3168825659","https://openalex.org/W3172801447","https://openalex.org/W3173355903","https://openalex.org/W3177224328","https://openalex.org/W3198298840","https://openalex.org/W3208208538","https://openalex.org/W3209274285","https://openalex.org/W4214627427","https://openalex.org/W4214724741","https://openalex.org/W4226456028","https://openalex.org/W4282588740","https://openalex.org/W4283455220","https://openalex.org/W4311796646","https://openalex.org/W4312784228","https://openalex.org/W4321380750","https://openalex.org/W4321498253","https://openalex.org/W4322706836","https://openalex.org/W4382202923","https://openalex.org/W4382462248","https://openalex.org/W4385413365","https://openalex.org/W4385571800","https://openalex.org/W4386083119","https://openalex.org/W4388699219","https://openalex.org/W4390659411","https://openalex.org/W4390848649","https://openalex.org/W4391305855","https://openalex.org/W4391935863","https://openalex.org/W4391936056","https://openalex.org/W4391953407","https://openalex.org/W4392172936","https://openalex.org/W4394564126","https://openalex.org/W4394597781","https://openalex.org/W4396877686","https://openalex.org/W4399422304","https://openalex.org/W4401247243","https://openalex.org/W4402352155","https://openalex.org/W4402917098","https://openalex.org/W4404520652","https://openalex.org/W4405755231","https://openalex.org/W4406258412","https://openalex.org/W4407614753","https://openalex.org/W4407948954","https://openalex.org/W6763251565","https://openalex.org/W6774983715","https://openalex.org/W6784094891","https://openalex.org/W6791353385","https://openalex.org/W6797613833","https://openalex.org/W6809665764","https://openalex.org/W6810507330","https://openalex.org/W6811230874","https://openalex.org/W6842585177","https://openalex.org/W6850204008","https://openalex.org/W6853580529","https://openalex.org/W6873872232","https://openalex.org/W6874125117"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Few-shot":[0],"object":[1,65,90,192],"detection":[2,186],"(FSOD)":[3],"addresses":[4],"the":[5,71,80],"challenge":[6],"of":[7],"limited":[8],"labeled":[9],"data":[10,29],"by":[11,184],"enabling":[12,168],"detectors":[13],"to":[14,40,62,83,131,146,216],"learn":[15],"from":[16,36],"minimal":[17],"annotations.":[18],"Recent":[19],"work":[20],"on":[21,85,196],"image\u2013text":[22,55],"fusion":[23,130],"has":[24],"shown":[25],"promise":[26],"in":[27,64],"overcoming":[28],"scarcity":[30],"issues.":[31],"However,":[32],"these":[33,94],"models":[34],"suffer":[35],"catastrophic":[37,116,213],"forgetting":[38,214],"due":[39],"two":[41],"distinct":[42],"challenges":[43],"during":[44,76],"few-shot":[45],"adaptation.":[46],"First,":[47],"feature":[48,125,133,137,141],"space":[49,134],"distortion":[50],"disrupts":[51],"established":[52],"relationships":[53,109,142],"between":[54,160],"modalities":[56],"and":[57,200],"blurs":[58],"decision":[59],"boundaries,":[60],"leading":[61],"inaccuracies":[63],"classification.":[66],"Second,":[67],"attention":[68,148],"drift":[69],"impairs":[70],"precise":[72],"visual\u2013textual":[73],"alignments":[74],"learned":[75],"base":[77,176],"training,":[78],"limiting":[79],"model\u2019s":[81],"ability":[82],"focus":[84],"relevant":[86],"regions":[87],"for":[88,190],"accurate":[89,191],"localization.":[91],"To":[92],"overcome":[93,147],"limitations,":[95],"we":[96,151],"propose":[97,152],"Protoalign,":[98],"a":[99,185],"novel":[100,170],"prototype-guided":[101],"multilayer":[102],"alignment":[103],"network":[104,112,161],"that":[105,155,205],"maintains":[106],"robust":[107],"cross-modal":[108,119],"across":[110],"multiple":[111],"layers":[113],"while":[114,173,210],"mitigating":[115],"forgetting.":[117],"Specifically,":[118],"prototype":[120,129],"guidance":[121],"(CPG)":[122],"enables":[123],"stable":[124],"learning":[126],"through":[127,143],"class-specific":[128],"mitigate":[132],"distortion.":[135],"Multimodal":[136],"aggregation":[138],"(MFA)":[139],"strengthens":[140],"channel-level":[144],"interactions":[145],"drift.":[149],"Moreover,":[150],"an":[153],"integrator":[154],"facilitates":[156],"consistent":[157],"information":[158],"flow":[159],"layers.":[162],"Protoalign":[163,206],"progressively":[164],"refines":[165],"multimodal":[166],"features,":[167],"effective":[169],"class":[171],"adaptation":[172],"preserving":[174],"crucial":[175],"knowledge.":[177],"The":[178],"refined":[179],"representations":[180],"are":[181],"then":[182],"processed":[183],"transformer":[187],"(DETR)":[188],"decoder":[189],"detection.":[193],"Extensive":[194],"experiments":[195],"iSAID,":[197],"DIOR,":[198],"FAIR1M-Airplane,":[199],"NWPU":[201],"VHR-10":[202],"datasets":[203],"demonstrate":[204],"achieves":[207],"superior":[208],"performance":[209],"significantly":[211],"reducing":[212],"compared":[215],"existing":[217],"methods.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}