{"id":"https://openalex.org/W4413800916","doi":"https://doi.org/10.1007/s40747-025-02053-x","title":"MDFAC: multi-dimensional feature adaptive calibration for generalized few-shot object detection","display_name":"MDFAC: multi-dimensional feature adaptive calibration for generalized few-shot object detection","publication_year":2025,"publication_date":"2025-08-28","ids":{"openalex":"https://openalex.org/W4413800916","doi":"https://doi.org/10.1007/s40747-025-02053-x"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-025-02053-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02053-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02053-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02053-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101303917","display_name":"Kailin Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kailin Xie","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057352675","display_name":"Jinxiang Lai","orcid":null},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Jinxiang Lai","raw_affiliation_strings":["The Hong Kong University of Science and Technology, Clear Water Bay, 000000, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"The Hong Kong University of Science and Technology, Clear Water Bay, 000000, Hong Kong, China","institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039451500","display_name":"Zhen-Su She","orcid":"https://orcid.org/0000-0001-7001-9995"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zijian She","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Liang Lei","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Lei","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112576037","display_name":"Han Chen","orcid":"https://orcid.org/0009-0001-8424-9916"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Chen","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, 510006, Guangdong, China"],"affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057352675"],"corresponding_institution_ids":["https://openalex.org/I200769079","https://openalex.org/I889458895"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32512799,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":"10","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9986000061035156,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9986000061035156,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9977999925613403,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.995199978351593,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.7057691812515259},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6996290683746338},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.6679906249046326},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6166648864746094},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5902222990989685},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.564274787902832},{"id":"https://openalex.org/keywords/object","display_name":"Object (grammar)","score":0.5534449219703674},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5452717542648315},{"id":"https://openalex.org/keywords/object-detection","display_name":"Object detection","score":0.5258229970932007},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.44968926906585693},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2781635522842407},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09991681575775146},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.08788186311721802}],"concepts":[{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.7057691812515259},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6996290683746338},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.6679906249046326},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6166648864746094},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5902222990989685},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.564274787902832},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.5534449219703674},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5452717542648315},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.5258229970932007},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44968926906585693},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2781635522842407},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09991681575775146},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.08788186311721802},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-025-02053-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02053-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02053-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a86b4d6b79a9441f86430602da8b72ac","is_oa":true,"landing_page_url":"https://doaj.org/article/a86b4d6b79a9441f86430602da8b72ac","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 11, Iss 10, Pp 1-17 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-025-02053-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-025-02053-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-025-02053-x.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex &amp; Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3253285778","display_name":null,"funder_award_id":"62006046","funder_id":"https://openalex.org/F4320336125","funder_display_name":"National Science Fund for Distinguished Young Scholars"}],"funders":[{"id":"https://openalex.org/F4320336125","display_name":"National Science Fund for Distinguished Young Scholars","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413800916.pdf","grobid_xml":"https://content.openalex.org/works/W4413800916.grobid-xml"},"referenced_works_count":56,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1536680647","https://openalex.org/W1861492603","https://openalex.org/W2031489346","https://openalex.org/W2037227137","https://openalex.org/W2117539524","https://openalex.org/W2158053209","https://openalex.org/W2194775991","https://openalex.org/W2395579298","https://openalex.org/W2788210750","https://openalex.org/W2798836702","https://openalex.org/W2798991696","https://openalex.org/W2884367402","https://openalex.org/W2954929116","https://openalex.org/W2963037989","https://openalex.org/W2963078860","https://openalex.org/W2963150697","https://openalex.org/W2963845150","https://openalex.org/W2963943197","https://openalex.org/W2969656782","https://openalex.org/W2983156430","https://openalex.org/W2996583130","https://openalex.org/W2997322677","https://openalex.org/W3001083904","https://openalex.org/W3034933032","https://openalex.org/W3035342403","https://openalex.org/W3035524453","https://openalex.org/W3065974826","https://openalex.org/W3094177740","https://openalex.org/W3137959340","https://openalex.org/W3154360923","https://openalex.org/W3166058839","https://openalex.org/W3169708801","https://openalex.org/W3172752666","https://openalex.org/W3175373796","https://openalex.org/W3191799143","https://openalex.org/W4214724741","https://openalex.org/W4224303139","https://openalex.org/W4281787891","https://openalex.org/W4312702383","https://openalex.org/W4319299876","https://openalex.org/W4319787763","https://openalex.org/W4386065738","https://openalex.org/W4389567779","https://openalex.org/W4389776340","https://openalex.org/W4389988451","https://openalex.org/W4390189905","https://openalex.org/W4391953407","https://openalex.org/W4392208006","https://openalex.org/W4393148213","https://openalex.org/W4399683997","https://openalex.org/W4400222836","https://openalex.org/W4406028248","https://openalex.org/W4406739626","https://openalex.org/W4407735435","https://openalex.org/W4409777651"],"related_works":["https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W4411535265","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574","https://openalex.org/W2359774528","https://openalex.org/W4298312966"],"abstract_inverted_index":{"Abstract":[0],"Few-shot":[1],"object":[2],"detection":[3,19,178,219],"aims":[4],"to":[5,59,68,113,120,132,197,239],"accurately":[6],"detect":[7],"novel":[8,43,82,153,222],"classes":[9,57,74,223,237],"using":[10],"a":[11,63,115],"limited":[12],"number":[13],"of":[14,42,55,81,93,137,144,152,180,187],"sample":[15],"instances.":[16],"Currently,":[17],"two-stage":[18,94],"methods":[20],"in":[21,51,78],"the":[22,30,37,40,52,79,122,130,134,164,176,181,184,192,217,246],"fine-tuning":[23,38,91],"paradigm":[24,95],"have":[25],"been":[26],"widely":[27],"recognized":[28],"as":[29],"main":[31],"strategy":[32],"for":[33,72,221],"FSOD.":[34],"However,":[35],"during":[36],"process,":[39],"addition":[41],"class":[44,125,139,146,154],"representations":[45],"often":[46],"causes":[47],"shifts":[48],"and":[49,96,148,189,208,227],"distortion":[50],"feature":[53,99],"distribution":[54,136],"base":[56,73,124,145,236],"due":[58],"knowledge":[60,147],"transfer.":[61],"As":[62],"result,":[64],"it":[65],"is":[66,194],"challenging":[67],"mitigate":[69],"catastrophic":[70,142],"forgetting":[71,143],"while":[75,231],"ensuring":[76,149],"improvements":[77],"performance":[80,220,234],"classes.":[83],"To":[84],"solve":[85],"this":[86],"problem,":[87],"we":[88,105],"focus":[89],"on":[90,175,205,235],"stage":[92],"propose":[97,106],"multi-dimensional":[98],"adaptive":[100,157],"calibration":[101,158],"(MDFAC)":[102],"method.":[103],"Specifically,":[104],"Equiangular":[107],"Tight":[108],"Frame":[109],"Guidance":[110],"Module":[111],"(ETFGM)":[112],"construct":[114],"high-dimensional":[116],"hypersphere":[117],"memory":[118],"bank":[119],"store":[121],"pre-trained":[123],"distributions.":[126],"This":[127],"module":[128],"guides":[129],"classifier":[131,193],"follow":[133],"uniform":[135],"each":[138],"center,":[140],"combating":[141],"independent":[150],"learning":[151],"knowledge.":[155],"Meanwhile,":[156],"classification":[159],"(ACC)":[160],"loss":[161],"dynamically":[162],"adjusts":[163],"model\u2019s":[165],"attention,":[166],"prioritizing":[167],"categories":[168],"that":[169,213],"are":[170],"perceived":[171],"less":[172],"favorably":[173],"based":[174],"real-time":[177],"frequency":[179],"classifier.":[182],"Through":[183],"synergistic":[185],"integration":[186],"ETFGM":[188],"ACC":[190],"loss,":[191],"autonomously":[195],"trained":[196],"improve":[198],"its":[199],"discriminative":[200],"ability.":[201],"Extensive":[202],"benchmark":[203],"results":[204],"PASCAL":[206],"VOC":[207],"MS":[209],"COCO":[210],"datasets":[211],"demonstrate":[212],"our":[214,243],"method":[215],"improves":[216],"average":[218],"by":[224],"1.8%":[225],"(nAP50)":[226],"2.1%":[228],"(nAP),":[229],"respectively,":[230],"maintaining":[232],"competitive":[233],"compared":[238],"existing":[240],"methods.":[241],"Overall,":[242],"approach":[244],"outperforms":[245],"state-of-the-art.":[247]},"counts_by_year":[],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
