{"id":"https://openalex.org/W4412466176","doi":"https://doi.org/10.1016/j.autcon.2025.106410","title":"Evaluating meta-transfer few-shot learning for construction equipment recognition: Impact of general vs. domain-specific pre-training","display_name":"Evaluating meta-transfer few-shot learning for construction equipment recognition: Impact of general vs. domain-specific pre-training","publication_year":2025,"publication_date":"2025-07-16","ids":{"openalex":"https://openalex.org/W4412466176","doi":"https://doi.org/10.1016/j.autcon.2025.106410"},"language":"en","primary_location":{"id":"doi:10.1016/j.autcon.2025.106410","doi":"https://doi.org/10.1016/j.autcon.2025.106410","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.autcon.2025.106410","pdf_url":null,"source":{"id":"https://openalex.org/S172073041","display_name":"Automation in Construction","issn_l":"0926-5805","issn":["0926-5805","1872-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-a","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automation in Construction","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5062426292","display_name":"Sungkook Hong","orcid":"https://orcid.org/0000-0001-8962-9283","observed_orcids":["https://orcid.org/0000-0001-8962-9283"]},"institutions":[{"id":"https://openalex.org/I89015989","display_name":"Dankook University","ror":"https://ror.org/058pdbn81","country_code":"KR","type":"education","lineage":["https://openalex.org/I89015989"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sungkook Hong","raw_affiliation_strings":["Department of Architectural Engineering, Dankook University, 152 Jukjeon-ro Suji-gu, Yongin-si, Gyeonggi-do 16890, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architectural Engineering, Dankook University, 152 Jukjeon-ro Suji-gu, Yongin-si, Gyeonggi-do 16890, Republic of Korea","institution_ids":["https://openalex.org/I89015989"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074670878","display_name":"Bogyeong Lee","orcid":"https://orcid.org/0000-0002-6620-7851","observed_orcids":["https://orcid.org/0000-0002-6620-7851"]},"institutions":[{"id":"https://openalex.org/I51226738","display_name":"Dong-A University","ror":"https://ror.org/03qvtpc38","country_code":"KR","type":"education","lineage":["https://openalex.org/I51226738"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Bogyeong Lee","raw_affiliation_strings":["Department of ICT Integrated Ocean Smart City Engineering, Dong-A University, 37, Nakdong-daero 550beon-gil, Saha-gu, Busan 49315, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of ICT Integrated Ocean Smart City Engineering, Dong-A University, 37, Nakdong-daero 550beon-gil, Saha-gu, Busan 49315, Republic of Korea","institution_ids":["https://openalex.org/I51226738"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5106235639","display_name":"Hyunsoo Kim","orcid":"https://orcid.org/0000-0002-6543-9191","observed_orcids":["https://orcid.org/0000-0002-6543-9191"]},"institutions":[{"id":"https://openalex.org/I89015989","display_name":"Dankook University","ror":"https://ror.org/058pdbn81","country_code":"KR","type":"education","lineage":["https://openalex.org/I89015989"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Hyunsoo Kim","raw_affiliation_strings":["Department of Architectural Engineering, Dankook Univ., 152 Jukjeon-ro, Suji-gu, Yongin-si, Gyeonggi-do 16890, Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Architectural Engineering, Dankook Univ., 152 Jukjeon-ro, Suji-gu, Yongin-si, Gyeonggi-do 16890, Republic of Korea","institution_ids":["https://openalex.org/I89015989"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5106235639"],"corresponding_institution_ids":["https://openalex.org/I89015989"],"apc_list":{"value":5490,"currency":"USD","value_usd":5490},"apc_paid":null,"fwci":0.4892,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62378213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"178","issue":null,"first_page":"106410","last_page":"106410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.00019999999494757503,"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/T11006","display_name":"BIM and Construction Integration","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/meta-transfer-learning","display_name":"meta-transfer learning","score":0.7630000114440918},{"id":"https://openalex.org/keywords/few-shot-learning","display_name":"few-shot learning","score":0.9959999918937683},{"id":"https://openalex.org/keywords/domain-specific-pre-training","display_name":"domain-specific pre-training","score":0.9610000252723694},{"id":"https://openalex.org/keywords/class-diversity","display_name":"class diversity","score":0.6589999794960022}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.677440881729126},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6476123332977295},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.610039472579956},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.6083118915557861},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5055277347564697},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5040708780288696},{"id":"https://openalex.org/C2777938197","wikidata":"https://www.wikidata.org/wiki/Q7834022","display_name":"Transfer of training","level":2,"score":0.4522566795349121},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.40276509523391724},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3825439214706421},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.3581344485282898},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1738583743572235},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.14045017957687378},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.12642350792884827},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09674808382987976},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.autcon.2025.106410","doi":"https://doi.org/10.1016/j.autcon.2025.106410","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.autcon.2025.106410","pdf_url":null,"source":{"id":"https://openalex.org/S172073041","display_name":"Automation in Construction","issn_l":"0926-5805","issn":["0926-5805","1872-7891"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-a","jufo-2","norway-2","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automation in Construction","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5378999710083008,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4155880364","display_name":null,"funder_award_id":"R202500702","funder_id":"https://openalex.org/F4320321209","funder_display_name":"Dankook University"}],"funders":[{"id":"https://openalex.org/F4320321209","display_name":"Dankook University","ror":"https://ror.org/058pdbn81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W1483870316","https://openalex.org/W1682403713","https://openalex.org/W2013490756","https://openalex.org/W2194775991","https://openalex.org/W2320918022","https://openalex.org/W2601450892","https://openalex.org/W2604763608","https://openalex.org/W2770468159","https://openalex.org/W2787501667","https://openalex.org/W2790722345","https://openalex.org/W2803672301","https://openalex.org/W2807828797","https://openalex.org/W2963341924","https://openalex.org/W2963943197","https://openalex.org/W2971715690","https://openalex.org/W2981707695","https://openalex.org/W2988250519","https://openalex.org/W2990138404","https://openalex.org/W3017147371","https://openalex.org/W3032318421","https://openalex.org/W3034312118","https://openalex.org/W3044248863","https://openalex.org/W3048378273","https://openalex.org/W3088715381","https://openalex.org/W3095719583","https://openalex.org/W3108079681","https://openalex.org/W3115451856","https://openalex.org/W3126485414","https://openalex.org/W3132653939","https://openalex.org/W3140854437","https://openalex.org/W3156766589","https://openalex.org/W3157032715","https://openalex.org/W3177525997","https://openalex.org/W3184998487","https://openalex.org/W3200041764","https://openalex.org/W4214622289","https://openalex.org/W4225619930","https://openalex.org/W4226334913","https://openalex.org/W4238468436","https://openalex.org/W4280528090","https://openalex.org/W4280638966","https://openalex.org/W4281741377","https://openalex.org/W4281798348","https://openalex.org/W4281906941","https://openalex.org/W4283392904","https://openalex.org/W4306382098","https://openalex.org/W4313272453","https://openalex.org/W4315782506","https://openalex.org/W4319163914","https://openalex.org/W4321382064","https://openalex.org/W4321604059","https://openalex.org/W4327756633","https://openalex.org/W4328092711","https://openalex.org/W4378574344","https://openalex.org/W4386418078","https://openalex.org/W4387534118","https://openalex.org/W4388549912","https://openalex.org/W4388688962","https://openalex.org/W4389618734","https://openalex.org/W4390191224","https://openalex.org/W4390660232","https://openalex.org/W4391795797","https://openalex.org/W4394803688","https://openalex.org/W4394820580","https://openalex.org/W4397012455","https://openalex.org/W4399419713","https://openalex.org/W4399800146","https://openalex.org/W4399923954","https://openalex.org/W4400607621","https://openalex.org/W4400654768","https://openalex.org/W4401241242","https://openalex.org/W4401732883","https://openalex.org/W4402124320","https://openalex.org/W4402636816","https://openalex.org/W4403547664","https://openalex.org/W4404032054","https://openalex.org/W4404461091","https://openalex.org/W4405076114","https://openalex.org/W4410090406","https://openalex.org/W6791406082","https://openalex.org/W6794521772"],"related_works":["https://openalex.org/W4312359569","https://openalex.org/W4283261377","https://openalex.org/W3126485414","https://openalex.org/W4410328388","https://openalex.org/W7127132821","https://openalex.org/W4412055910","https://openalex.org/W7221085996","https://openalex.org/W3012195000","https://openalex.org/W4413220738","https://openalex.org/W7081570623"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
