{"id":"https://openalex.org/W4387423402","doi":"https://doi.org/10.14428/esann/2023.es2023-167","title":"Evaluation of Contrastive Learning for Electronic Component Detection","display_name":"Evaluation of Contrastive Learning for Electronic Component Detection","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4387423402","doi":"https://doi.org/10.14428/esann/2023.es2023-167"},"language":"en","primary_location":{"id":"doi:10.14428/esann/2023.es2023-167","doi":"https://doi.org/10.14428/esann/2023.es2023-167","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2023.es2023-167","pdf_url":"https://doi.org/10.14428/esann/2023.es2023-167","source":{"id":"https://openalex.org/S7407087818","display_name":"European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2023 proceesdings","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://doi.org/10.14428/esann/2023.es2023-167","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5015604834","display_name":"Leandro Silva","orcid":"https://orcid.org/0000-0001-7804-3092","observed_orcids":["https://orcid.org/0000-0001-7804-3092"]},"institutions":[{"id":"https://openalex.org/I3018006580","display_name":"Instituto Federal de Educa\u00e7\u00e3o Ci\u00eancia e Tecnologia da Para\u00edba","ror":"https://ror.org/01xc5jm57","country_code":"BR","type":"education","lineage":["https://openalex.org/I3018006580"]},{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Leandro Silva","raw_affiliation_strings":["-Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia da Para\u00edba (IFPB) Rua Jos\u00e9 Ant\u00f4nio da Silva 300, Cajazeiras/PB -Brazil","-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Instituto Federal de Educa\u00e7\u00e3o, Ci\u00eancia e Tecnologia da Para\u00edba (IFPB) Rua Jos\u00e9 Ant\u00f4nio da Silva 300, Cajazeiras/PB -Brazil","institution_ids":["https://openalex.org/I3018006580"]},{"raw_affiliation_string":"-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075097645","display_name":"Agostinho Freire","orcid":"https://orcid.org/0000-0002-6059-9014","observed_orcids":["https://orcid.org/0000-0002-6059-9014"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Agostinho Junior","raw_affiliation_strings":["-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059739611","display_name":"Bruno Fernandes","orcid":"https://orcid.org/0000-0002-6001-3925","observed_orcids":["https://orcid.org/0000-0002-6001-3925"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Bruno Fernandes","raw_affiliation_strings":["-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022418857","display_name":"George O. A. Azevedo","orcid":"https://orcid.org/0000-0002-6194-5353","observed_orcids":["https://orcid.org/0000-0002-6194-5353"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"George Azevedo","raw_affiliation_strings":["-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil","institution_ids":["https://openalex.org/I71437568"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076265784","display_name":"S\u00e9rgio Campello Oliveira","orcid":"https://orcid.org/0000-0003-1058-1139","observed_orcids":["https://orcid.org/0000-0003-1058-1139"]},"institutions":[{"id":"https://openalex.org/I71437568","display_name":"Universidade de Pernambuco","ror":"https://ror.org/00gtcbp88","country_code":"BR","type":"education","lineage":["https://openalex.org/I71437568"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"S\u00e9rgio Oliveira","raw_affiliation_strings":["-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"-Universidade de Pernambuco -Escola Polit\u00e9cnica de Pernambuco Rua Benfica 455, Recife/PE -Brazil","institution_ids":["https://openalex.org/I71437568"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"489","last_page":"494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12017","display_name":"Recycling and Waste Management Techniques","score":0.8076000213623047,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Waste Management and Disposal"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12017","display_name":"Recycling and Waste Management Techniques","score":0.8076000213623047,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Waste Management and Disposal"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.13500000536441803,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.035999998450279236,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/contrastive-learning","display_name":"contrastive learning","score":0.847000002861023},{"id":"https://openalex.org/keywords/waste-printed-circuit-boards","display_name":"waste printed circuit boards","score":0.7770000100135803},{"id":"https://openalex.org/keywords/e-waste-recycling","display_name":"e-waste recycling","score":0.8799999952316284},{"id":"https://openalex.org/keywords/few-shot-learning","display_name":"few-shot learning","score":0.9490000009536743},{"id":"https://openalex.org/keywords/faster-r-cnn","display_name":"Faster R-CNN","score":0.8429999947547913},{"id":"https://openalex.org/keywords/object-detection","display_name":"object detection","score":0.7360000014305115},{"id":"https://openalex.org/keywords/precious-metals-recovery","display_name":"precious metal recovery","score":0.7260000109672546},{"id":"https://openalex.org/keywords/electronic-waste-management","display_name":"e-waste management","score":0.7409999966621399}],"concepts":[{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.7137514352798462},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6561089158058167},{"id":"https://openalex.org/C2777629044","wikidata":"https://www.wikidata.org/wiki/Q614959","display_name":"Contrastive analysis","level":2,"score":0.459791898727417},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4117286205291748},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34895598888397217},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.13124313950538635},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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":1,"locations":[{"id":"doi:10.14428/esann/2023.es2023-167","doi":"https://doi.org/10.14428/esann/2023.es2023-167","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2023.es2023-167","pdf_url":"https://doi.org/10.14428/esann/2023.es2023-167","source":{"id":"https://openalex.org/S7407087818","display_name":"European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2023 proceesdings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.14428/esann/2023.es2023-167","doi":"https://doi.org/10.14428/esann/2023.es2023-167","is_oa":true,"landing_page_url":"http://doi.org/10.14428/esann/2023.es2023-167","pdf_url":"https://doi.org/10.14428/esann/2023.es2023-167","source":{"id":"https://openalex.org/S7407087818","display_name":"European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ESANN 2023 proceesdings","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Responsible consumption and production","id":"https://metadata.un.org/sdg/12"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G29316538","display_name":null,"funder_award_id":"(Code 001)","funder_id":"https://openalex.org/F4320321091","funder_display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior"}],"funders":[{"id":"https://openalex.org/F4320321091","display_name":"Coordena\u00e7\u00e3o de Aperfei\u00e7oamento de Pessoal de N\u00edvel Superior","ror":"https://ror.org/00x0ma614"},{"id":"https://openalex.org/F4320322025","display_name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","ror":"https://ror.org/03swz6y49"},{"id":"https://openalex.org/F4320323678","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Ci\u00eancia e Tecnologia do Estado de Pernambuco","ror":"https://ror.org/02te5rf52"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387423402.pdf","grobid_xml":"https://content.openalex.org/works/W4387423402.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2793731154","https://openalex.org/W2962727943","https://openalex.org/W3018378048","https://openalex.org/W3023646581","https://openalex.org/W3036105103","https://openalex.org/W3048285519","https://openalex.org/W3128661784","https://openalex.org/W3137498650","https://openalex.org/W3169708801","https://openalex.org/W3172768270","https://openalex.org/W4312822738","https://openalex.org/W4318681108"],"related_works":["https://openalex.org/W4415624684","https://openalex.org/W4312822738","https://openalex.org/W4411799581","https://openalex.org/W4413090123","https://openalex.org/W4389636008","https://openalex.org/W4410644765","https://openalex.org/W4416666793","https://openalex.org/W4405873106","https://openalex.org/W7213439820","https://openalex.org/W6905566036"],"abstract_inverted_index":{"The":[0],"rapid":[1],"growth":[2],"of":[3,48,110],"electronic":[4,74,86],"waste":[5],"(e-waste)":[6],"has":[7],"led":[8],"to":[9,17,117],"an":[10],"urgent":[11],"need":[12],"for":[13,54,84,122],"efficient":[14,119],"recycling":[15,47,120],"processes":[16],"recover":[18],"valuable":[19,34],"materials":[20],"and":[21,32,36,46,62,69,125],"reduce":[22],"environmental":[23],"impact.Waste":[24],"Printed":[25],"Circuit":[26],"Boards":[27],"(WPCBs)":[28],"constitute":[29],"significant":[30],"e-waste":[31,123],"contain":[33],"components":[35,83,87],"precious":[37],"metals.Computer":[38],"vision":[39],"systems":[40],"can":[41],"automate":[42],"the":[43,107],"classification,":[44],"disassembly,":[45],"WPCBs.However,":[49],"obtaining":[50],"large":[51],"annotated":[52,95],"datasets":[53],"machine":[55],"learning":[56,72,82,105],"in":[57,73,88,101],"this":[58],"domain":[59],"is":[60],"costly":[61],"often":[63],"unavailable.This":[64],"paper":[65],"investigates":[66],"using":[67],"few-shot":[68],"supervised":[70],"contrastive":[71,81,104],"component":[75],"detection.We":[76],"propose":[77],"a":[78],"model":[79],"incorporating":[80],"detecting":[85],"scenarios":[89],"with":[90],"limited":[91],"training":[92],"data":[93],"or":[94],"labels.Our":[96],"experimental":[97],"results":[98],"show":[99],"that,":[100],"limited-data":[102],"scenarios,":[103],"outperforms":[106],"original":[108],"versions":[109],"Faster":[111],"R-CNN":[112],"object":[113],"detector.This":[114],"study":[115],"contributes":[116],"developing":[118],"solutions":[121],"management":[124],"resource":[126],"recovery.":[127]},"counts_by_year":[],"updated_date":"2026-10-30T12:39:25.321706","created_date":"2023-10-08T00:00:00"}