{"id":"https://openalex.org/W4289829120","doi":"https://doi.org/10.1109/med54222.2022.9837254","title":"Comparative Study of Neural Networks Used in Halyomorpha Halys Detection","display_name":"Comparative Study of Neural Networks Used in Halyomorpha Halys Detection","publication_year":2022,"publication_date":"2022-06-28","ids":{"openalex":"https://openalex.org/W4289829120","doi":"https://doi.org/10.1109/med54222.2022.9837254"},"language":"en","primary_location":{"id":"doi:10.1109/med54222.2022.9837254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med54222.2022.9837254","pdf_url":null,"source":{"id":"https://openalex.org/S4363608151","display_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 30th Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5087589335","display_name":"Dan Popescu","orcid":"https://orcid.org/0000-0001-7164-9155"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Dan Popescu","raw_affiliation_strings":["University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067604275","display_name":"Loretta Ichim","orcid":"https://orcid.org/0000-0002-7465-3958"},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Loretta Ichim","raw_affiliation_strings":["University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014939075","display_name":"Mihai Lorin Dimoiu","orcid":null},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihai Dimoiu","raw_affiliation_strings":["University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051100447","display_name":"Raluca Trufelea","orcid":null},"institutions":[{"id":"https://openalex.org/I61641377","display_name":"Universitatea Na\u021bional\u0103 de \u0218tiin\u021b\u0103 \u0219i Tehnologie Politehnica Bucure\u0219ti","ror":"https://ror.org/0558j5q12","country_code":"RO","type":"education","lineage":["https://openalex.org/I61641377"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Raluca Trufelea","raw_affiliation_strings":["University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Politehnica of Bucharest,Faculty of Automatic Control and Computer Science,Bucharest,Romania,060042","institution_ids":["https://openalex.org/I61641377"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I61641377"],"apc_list":null,"apc_paid":null,"fwci":2.4009,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.88603318,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"182","last_page":"187"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9598000049591064,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9598000049591064,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11665","display_name":"Animal Vocal Communication and Behavior","score":0.9531000256538391,"subfield":{"id":"https://openalex.org/subfields/1309","display_name":"Developmental Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12596","display_name":"Cephalopods and Marine Biology","score":0.9384999871253967,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5607640743255615},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5404734015464783},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4412241280078888}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5607640743255615},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5404734015464783},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4412241280078888}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/med54222.2022.9837254","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med54222.2022.9837254","pdf_url":null,"source":{"id":"https://openalex.org/S4363608151","display_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"2022 30th Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1976965150","https://openalex.org/W2029316659","https://openalex.org/W2117539524","https://openalex.org/W2906445303","https://openalex.org/W2938719104","https://openalex.org/W2963037989","https://openalex.org/W2963163009","https://openalex.org/W3018813456","https://openalex.org/W3034971973","https://openalex.org/W3042011474","https://openalex.org/W3203806933","https://openalex.org/W4200288733","https://openalex.org/W4297775537","https://openalex.org/W6620707391","https://openalex.org/W6737664043","https://openalex.org/W6749781174"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032","https://openalex.org/W2382290278"],"abstract_inverted_index":{"The":[0,26,84,143],"paper\u2019s":[1],"purpose":[2],"was":[3,36],"to":[4],"investigate":[5],"some":[6,72],"methods":[7],"based":[8,117],"on":[9,118],"neural":[10,47,73,111],"networks":[11,32,74,79,85,112],"for":[12,20,33,46,61,148],"the":[13,23,40,65,88],"detection":[14,31,66],"and":[15,50,56,67,82,101,108,115,124,133,154],"classification":[16,68],"of":[17,28,69,152,158],"harmful":[18],"insects":[19],"agriculture":[21],"as":[22,96,122],"Halyomorpha":[24,70],"Halys.":[25],"implementation":[27],"different":[29,93],"object":[30],"image":[34],"categorization":[35],"analyzed.":[37],"Images":[38],"from":[39],"Maryland":[41],"Biodiversity":[42],"database":[43],"were":[44,59,80,113,141,146],"used":[45,86],"network":[48],"training":[49],"testing.":[51],"Rotation,":[52],"scaling,":[53],"blurring,":[54],"mirroring,":[55],"other":[57],"techniques":[58],"employed":[60],"data":[62],"augmentation.":[63],"For":[64],"Halys,":[71],"that":[75],"include":[76],"multiple":[77],"smaller":[78],"implemented":[81],"investigated.":[83],"are":[87],"following:":[89],"YOLOv5s,":[90,149],"SSD":[91],"with":[92,105],"backbones":[94],"such":[95,121],"MobileNet":[97,99],"V1,":[98],"V2,":[100],"ResNet-50,":[102],"Faster":[103],"R-CNN":[104],"ResNet-50":[106],"backbone,":[107],"EfficientDet-D0.":[109],"Moreover,":[110],"evaluated":[114],"compared":[116],"performance":[119],"metrics":[120],"accuracy":[123,128],"time.":[125,159],"Performances":[126],"like":[127],"between":[129,135],"0.49":[130],"\u2013":[131,138],"0.86":[132],"time":[134],"36":[136],"ms":[137,140],"55":[139],"obtained.":[142],"best":[144],"results":[145],"obtained":[147],"in":[150,156],"terms":[151,157],"accuracy,":[153],"EfficientDet-D0,":[155]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}