{"id":"https://openalex.org/W4312732821","doi":"https://doi.org/10.1109/igarss46834.2022.9883742","title":"Using Drones and Deep Neural Networks to Detect Halyomorpha Halys in Ecological Orchards","display_name":"Using Drones and Deep Neural Networks to Detect Halyomorpha Halys in Ecological Orchards","publication_year":2022,"publication_date":"2022-07-17","ids":{"openalex":"https://openalex.org/W4312732821","doi":"https://doi.org/10.1109/igarss46834.2022.9883742"},"language":"en","primary_location":{"id":"doi:10.1109/igarss46834.2022.9883742","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9883742","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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/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":"L. Ichim","raw_affiliation_strings":["University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013995110","display_name":"R. Ciciu","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":"R. Ciciu","raw_affiliation_strings":["University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania","institution_ids":["https://openalex.org/I61641377"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044811337","display_name":"Dan Popescu","orcid":"https://orcid.org/0000-0002-1883-0091"},"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":"D. Popescu","raw_affiliation_strings":["University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University POLITEHNICA of Bucharest,Automatic Control and Industrial Informatics Department,Bucharest,Romania","institution_ids":["https://openalex.org/I61641377"]},{"raw_affiliation_string":"Automatic Control and Industrial Informatics Department, University POLITEHNICA of Bucharest, Bucharest, Romania","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":2.8811,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.91163219,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"437","last_page":"440"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12894","display_name":"Date Palm Research Studies","score":0.9976000189781189,"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/T12894","display_name":"Date Palm Research Studies","score":0.9976000189781189,"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/T10616","display_name":"Smart Agriculture and AI","score":0.9952999949455261,"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/T10702","display_name":"Insect and Arachnid Ecology and Behavior","score":0.9886999726295471,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"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"}}],"keywords":[{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.774092972278595},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7712075710296631},{"id":"https://openalex.org/keywords/confusion","display_name":"Confusion","score":0.7157623171806335},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.7072726488113403},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.670344889163971},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5835396647453308},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4835910201072693},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4816259741783142},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4777916371822357},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4302065074443817},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.13264769315719604}],"concepts":[{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.774092972278595},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7712075710296631},{"id":"https://openalex.org/C2781140086","wikidata":"https://www.wikidata.org/wiki/Q557945","display_name":"Confusion","level":2,"score":0.7157623171806335},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.7072726488113403},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.670344889163971},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5835396647453308},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4835910201072693},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4816259741783142},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4777916371822357},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4302065074443817},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13264769315719604},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C11171543","wikidata":"https://www.wikidata.org/wiki/Q41630","display_name":"Psychoanalysis","level":1,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/igarss46834.2022.9883742","is_oa":false,"landing_page_url":"https://doi.org/10.1109/igarss46834.2022.9883742","pdf_url":null,"source":{"id":"https://openalex.org/S4363604196","display_name":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","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":"IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W2788451552","https://openalex.org/W2955846814","https://openalex.org/W2996411845","https://openalex.org/W3015435514","https://openalex.org/W3026999132","https://openalex.org/W3029084605","https://openalex.org/W3087391102","https://openalex.org/W3091554108","https://openalex.org/W3140854437","https://openalex.org/W4205499468","https://openalex.org/W4206961607"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W3183901164","https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W2951211570","https://openalex.org/W3192840557","https://openalex.org/W3176438653","https://openalex.org/W3103566983"],"abstract_inverted_index":{"To":[0,56],"reduce":[1],"the":[2,12,29,84,91,99,111],"damage":[3],"caused":[4],"by":[5,49],"Halyomorpha":[6],"Halys":[7],"(HH)":[8],"in":[9,36,43,83,98],"ecological":[10],"orchards,":[11],"first":[13],"step":[14],"is":[15],"to":[16,27,79],"detect":[17,57],"and":[18,65,70,74,93],"identify":[19],"this":[20],"insect":[21],"species.":[22],"The":[23,45],"paper's":[24],"goal":[25],"was":[26,114],"evaluate":[28],"effectiveness":[30],"of":[31],"convolutional":[32],"neural":[33],"networks":[34],"(CNNs)":[35],"detecting":[37],"harmful":[38],"insects":[39],"such":[40],"as":[41],"HH":[42,58],"orchards.":[44],"images":[46],"were":[47,63,77],"acquired":[48],"a":[50],"Mavic":[51],"2":[52],"Pro":[53],"DJI":[54],"drone.":[55],"from":[59,107],"images,":[60],"four":[61],"CNNs":[62],"tested":[64],"compared:":[66],"GoogLeNet,":[67],"ResNet101,":[68],"DenseNet201,":[69],"VGG19.":[71],"Transfer":[72],"learning":[73,85,112],"data":[75],"augmentation":[76],"used":[78],"minimize":[80],"computational":[81],"effort":[82],"phase.":[86],"For":[87],"each":[88],"proposed":[89],"CNN,":[90],"detection":[92],"classification":[94],"performances":[95],"are":[96],"evaluated":[97],"testing":[100],"phase":[101],"based":[102],"on":[103],"statistical":[104],"indicators":[105],"derived":[106],"confusion":[108],"matrices.":[109],"Also,":[110],"time":[113],"considered.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"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"}