{"id":"https://openalex.org/W4409641140","doi":"https://doi.org/10.1109/tgrs.2025.3551513","title":"Memory-Augmented Detection Transformer for Few-Shot Object Detection in Remote Sensing Imagery","display_name":"Memory-Augmented Detection Transformer for Few-Shot Object Detection in Remote Sensing Imagery","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409641140","doi":"https://doi.org/10.1109/tgrs.2025.3551513"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3551513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3551513","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":true,"raw_author_name":"Abdullah Azeem","raw_affiliation_strings":["School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, China"],"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"],"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"],"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"],"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/A5101458358","display_name":"Dong Cao","orcid":"https://orcid.org/0000-0002-7350-9671"},"institutions":[{"id":"https://openalex.org/I2802505932","display_name":"China Aerodynamics Research and Development Center","ror":"https://ror.org/00jma8s40","country_code":"CN","type":"facility","lineage":["https://openalex.org/I2802505932"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dong Cao","raw_affiliation_strings":["China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, Sichuan, China","Computational Aerodynamics Institute, China Aerodynamics Research and Development Center, Sichuan Province, China"],"affiliations":[{"raw_affiliation_string":"China Aerodynamics Research and Development Center, Computational Aerodynamics Institute, Mianyang, Sichuan, China","institution_ids":["https://openalex.org/I2802505932"]},{"raw_affiliation_string":"Computational Aerodynamics Institute, China Aerodynamics Research and Development Center, Sichuan Province, China","institution_ids":["https://openalex.org/I2802505932"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5102748839"],"corresponding_institution_ids":["https://openalex.org/I158842170"],"apc_list":null,"apc_paid":null,"fwci":5.1063,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.93695291,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9919000267982483,"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":0.9919000267982483,"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":0.9617999792098999,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6815032362937927},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.6173301339149475},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5671957731246948},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.47213059663772583},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.47059333324432373},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4437623620033264},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2701888382434845},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.22712963819503784},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.08669272065162659}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6815032362937927},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.6173301339149475},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5671957731246948},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.47213059663772583},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.47059333324432373},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4437623620033264},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2701888382434845},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.22712963819503784},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.08669272065162659},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3551513","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3551513","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":64,"referenced_works":["https://openalex.org/W2144225695","https://openalex.org/W2308318555","https://openalex.org/W2346736747","https://openalex.org/W2565639579","https://openalex.org/W2788210750","https://openalex.org/W2962837320","https://openalex.org/W2963037989","https://openalex.org/W2989604896","https://openalex.org/W2992240579","https://openalex.org/W2996583130","https://openalex.org/W3044832322","https://openalex.org/W3096609285","https://openalex.org/W3132437036","https://openalex.org/W3163623915","https://openalex.org/W3169708801","https://openalex.org/W3173355903","https://openalex.org/W3208208538","https://openalex.org/W4214724741","https://openalex.org/W4283455220","https://openalex.org/W4311796646","https://openalex.org/W4313476641","https://openalex.org/W4321498253","https://openalex.org/W4322706836","https://openalex.org/W4382202923","https://openalex.org/W4382462248","https://openalex.org/W4386275915","https://openalex.org/W4389352355","https://openalex.org/W4390576776","https://openalex.org/W4390659411","https://openalex.org/W4390787329","https://openalex.org/W4391661470","https://openalex.org/W4391936056","https://openalex.org/W4391953407","https://openalex.org/W4392119583","https://openalex.org/W4392172936","https://openalex.org/W4392903290","https://openalex.org/W4393103503","https://openalex.org/W4393148067","https://openalex.org/W4394564155","https://openalex.org/W4396877686","https://openalex.org/W4399235601","https://openalex.org/W4399422304","https://openalex.org/W4400350564","https://openalex.org/W4401453526","https://openalex.org/W4401634048","https://openalex.org/W4402915977","https://openalex.org/W4402991038","https://openalex.org/W4403181894","https://openalex.org/W4404520652","https://openalex.org/W6620707391","https://openalex.org/W6681968150","https://openalex.org/W6717697761","https://openalex.org/W6720057410","https://openalex.org/W6741087337","https://openalex.org/W6755207826","https://openalex.org/W6757530143","https://openalex.org/W6763251565","https://openalex.org/W6763462227","https://openalex.org/W6772744401","https://openalex.org/W6774983715","https://openalex.org/W6784094891","https://openalex.org/W6853476007","https://openalex.org/W6862173470","https://openalex.org/W6866775704"],"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":[1,70,116],"detection":[2,77],"(FSOD)":[3],"in":[4,11,56,215,240],"remote":[5,57,200],"sensing":[6,201],"faces":[7],"a":[8,75,88,131,139,173],"fundamental":[9],"challenge":[10],"balancing":[12],"contextual":[13,26,49,89,124,166,188,217,244],"feature":[14,39,117],"learning":[15,43,126],"with":[16,33,148,186,246],"representation":[17],"stability.":[18],"Current":[19],"approaches":[20],"either":[21],"excel":[22],"at":[23,45,119,127],"capturing":[24],"rich":[25],"relationships":[27],"through":[28,41,83,104,165,190],"multimodal":[29],"architectures":[30],"but":[31],"struggle":[32],"catastrophic":[34],"forgetting,":[35],"or":[36],"maintain":[37],"stable":[38],"representations":[40],"incremental":[42],"frameworks":[44],"the":[46],"cost":[47],"of":[48],"understanding.":[50],"This":[51],"limitation":[52],"is":[53],"particularly":[54,239],"acute":[55],"sensing,":[58],"where":[59],"complex":[60],"spatial-contextual":[61],"dependencies":[62],"form":[63],"distinctive":[64],"co-occurrence":[65],"patterns":[66],"important":[67],"for":[68],"accurate":[69],"detection.":[71],"We":[72],"present":[73],"MemDeT,":[74],"memory-augmented":[76,174],"transformer":[78,102],"that":[79,94,136,177,209],"bridges":[80],"this":[81],"gap":[82],"three":[84],"key":[85],"modules:":[86],"(1)":[87],"layer-wise":[90],"fusion":[91],"(CLF)":[92],"module":[93],"progressively":[95],"integrates":[96],"visual":[97,184],"and":[98,109,122,156,168,171,193,206,219],"textual":[99],"information":[100],"across":[101],"layers":[103,121],"an":[105],"adaptive":[106],"attention":[107,192],"mechanism":[108],"unified":[110,132],"cross-modal":[111],"fusion,":[112],"enabling":[113],"both":[114,216],"fine-grained":[115],"extraction":[118],"lower":[120],"abstract":[123],"relationship":[125],"higher":[128],"layers;":[129],"(2)":[130],"episodic":[133],"memory":[134,151],"(UEM)":[135],"serves":[137],"as":[138],"dynamic":[140,169],"knowledge":[141,164,189,220,232],"repository,":[142],"employing":[143],"similarity-surprise":[144],"based":[145],"update":[146,157],"mechanisms":[147],"structured":[149],"key-value":[150],"organization":[152],"to":[153,235],"strategically":[154],"retrieve":[155],"relevant":[158],"past":[159],"experiences":[160],"while":[161],"preserving":[162],"base":[163],"scoring":[167],"retrieval;":[170],"(3)":[172],"decoder":[175],"(MAD)":[176],"generates":[178],"context-aware":[179],"queries":[180],"by":[181],"combining":[182],"current":[183],"observations":[185],"accumulated":[187],"memory-prioritized":[191],"progressive":[194],"query":[195],"refinement.":[196],"Extensive":[197],"experiments":[198],"on":[199],"datasets,":[202],"NWPU":[203],"VHR-10,":[204],"DIOR":[205,234],"iSAID,":[207],"demonstrate":[208],"MemDeT":[210],"significantly":[211],"outperforms":[212],"state-of-the-art":[213],"methods":[214],"understanding":[218,245],"retention.":[221],"Cross-dataset":[222],"evaluation":[223],"further":[224],"validates":[225],"MemDeT\u2019s":[226],"robust":[227],"generalization":[228],"capabilities,":[229],"successfully":[230],"transferring":[231],"from":[233],"iSAID\u2019s":[236],"urban":[237],"scenes,":[238],"scenarios":[241],"requiring":[242],"strong":[243],"limited":[247],"training":[248],"examples.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
