{"id":"https://openalex.org/W7139061549","doi":"https://doi.org/10.48550/arxiv.2603.16351","title":"Automated identification of Ichneumonoidea wasps via YOLO-based deep learning: Integrating HiresCam for Explainable AI","display_name":"Automated identification of Ichneumonoidea wasps via YOLO-based deep learning: Integrating HiresCam for Explainable AI","publication_year":2026,"publication_date":"2026-03-17","ids":{"openalex":"https://openalex.org/W7139061549","doi":"https://doi.org/10.48550/arxiv.2603.16351"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.16351","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.16351","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.16351","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013585621","display_name":"Jo\u00e3o Manoel Herrera Pinheiro","orcid":"https://orcid.org/0009-0001-6192-7374"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pinheiro, Joao Manoel Herrera","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126671702","display_name":"Gabriela Do Nascimento Herrera","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Herrera, Gabriela Do Nascimento","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5129966264","display_name":"Alvaro Doria Dos Santos","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Santos, Alvaro Doria Dos","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130071387","display_name":"Luciana Bueno Dos Reis Fernandes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fernandes, Luciana Bueno Dos Reis","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069925920","display_name":"Ricardo V. Godoy","orcid":"https://orcid.org/0000-0002-5323-9299"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Godoy, Ricardo V.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122101150","display_name":"Eduardo A. B. Almeida","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Almeida, Eduardo A. B.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130000880","display_name":"Helena Carolina Onody","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Onody, Helena Carolina","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126684292","display_name":"Marcelo Andrade Da Costa Vieira","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vieira, Marcelo Andrade Da Costa","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107310834","display_name":"Ang\u00e9lica Maria Penteado-Dias","orcid":"https://orcid.org/0000-0003-4051-1756"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Penteado-Dias, Angelica Maria","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5126673527","display_name":"Marcelo Becker","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Becker, Marcelo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.1720999926328659,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/T10895","display_name":"Species Distribution and Climate Change","score":0.1720999926328659,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/T12132","display_name":"Hymenoptera taxonomy and phylogeny","score":0.10679999738931656,"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"}},{"id":"https://openalex.org/T11750","display_name":"Phytoplasmas and Hemiptera pathogens","score":0.054999999701976776,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/braconidae","display_name":"Braconidae","score":0.6829000115394592},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5900999903678894},{"id":"https://openalex.org/keywords/ichneumonidae","display_name":"Ichneumonidae","score":0.5523999929428101},{"id":"https://openalex.org/keywords/hymenoptera","display_name":"Hymenoptera","score":0.536899983882904},{"id":"https://openalex.org/keywords/parasitoid-wasp","display_name":"Parasitoid wasp","score":0.501800000667572},{"id":"https://openalex.org/keywords/parasitoid","display_name":"Parasitoid","score":0.43459999561309814},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.41600000858306885}],"concepts":[{"id":"https://openalex.org/C2778923344","wikidata":"https://www.wikidata.org/wiki/Q896734","display_name":"Braconidae","level":4,"score":0.6829000115394592},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.6068999767303467},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5900999903678894},{"id":"https://openalex.org/C2779873666","wikidata":"https://www.wikidata.org/wiki/Q1138186","display_name":"Ichneumonidae","level":4,"score":0.5523999929428101},{"id":"https://openalex.org/C2780653484","wikidata":"https://www.wikidata.org/wiki/Q22651","display_name":"Hymenoptera","level":2,"score":0.536899983882904},{"id":"https://openalex.org/C2780541402","wikidata":"https://www.wikidata.org/wiki/Q18398438","display_name":"Parasitoid wasp","level":4,"score":0.501800000667572},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4471000134944916},{"id":"https://openalex.org/C2778260489","wikidata":"https://www.wikidata.org/wiki/Q595663","display_name":"Parasitoid","level":3,"score":0.43459999561309814},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.41600000858306885},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.4023999869823456},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.38019999861717224},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.35040000081062317},{"id":"https://openalex.org/C2776041015","wikidata":"https://www.wikidata.org/wiki/Q235715","display_name":"Tachinidae","level":4,"score":0.3260999917984009},{"id":"https://openalex.org/C2992994097","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Animal ecology","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30660000443458557},{"id":"https://openalex.org/C147135968","wikidata":"https://www.wikidata.org/wiki/Q39286","display_name":"Entomology","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C2780461565","wikidata":"https://www.wikidata.org/wiki/Q7037230","display_name":"Vespidae","level":3,"score":0.2833000123500824},{"id":"https://openalex.org/C2776159473","wikidata":"https://www.wikidata.org/wiki/Q756082","display_name":"Apidae","level":3,"score":0.2671000063419342},{"id":"https://openalex.org/C48702757","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Biological classification","level":2,"score":0.2603999972343445}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.16351","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.16351","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.16351","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.16351","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"taxonomic":[1,85],"identification":[2,33,47],"of":[3,48,81,134,170,176],"parasitoid":[4,198],"wasps":[5,50],"within":[6],"the":[7,45,91,148,167,171,185],"superfamily":[8],"Ichneumonoidea":[9,49],"is":[10,87],"essential":[11],"for":[12,44,188],"biodiversity":[13,193],"assessment,":[14],"ecological":[15],"monitoring,":[16],"and":[17,27,35,105,127,138,162,182],"biological":[18,168],"control":[19],"programs.":[20],"However,":[21],"morphological":[22,142],"similarity,":[23],"small":[24],"body":[25],"size,":[26],"fine-grained":[28],"interspecific":[29],"variation":[30],"make":[31],"manual":[32],"labor-intensive":[34],"expertise-dependent.":[36],"This":[37],"study":[38],"proposes":[39],"a":[40,52,115],"deep":[41],"learning-based":[42],"framework":[43],"automated":[46],"using":[51,114],"YOLO-based":[53],"architecture":[54],"integrated":[55],"with":[56,118],"High-Resolution":[57],"Class":[58],"Activation":[59],"Mapping":[60],"(HiResCAM)":[61],"to":[62,191],"enhance":[63],"interpretability.":[64],"The":[65,75,84,129,174],"proposed":[66],"system":[67,186],"simultaneously":[68],"identifies":[69],"wasp":[70],"families":[71,92],"from":[72],"high-resolution":[73,79],"images.":[74],"dataset":[76],"comprises":[77],"3556":[78],"images":[80],"Hymenoptera":[82],"specimens.":[83],"distribution":[86],"primarily":[88],"concentrated":[89],"among":[90],"Ichneumonidae":[93],"(n":[94,98,102,107],"=":[95,99,103,108],"786),":[96],"Braconidae":[97],"648),":[100],"Apidae":[101],"466),":[104],"Vespidae":[106],"460).":[109],"Extensive":[110],"experiments":[111],"were":[112],"conducted":[113],"curated":[116],"dataset,":[117],"model":[119,149],"performance":[120],"evaluated":[121],"through":[122],"precision,":[123],"recall,":[124],"F1":[125],"score,":[126],"accuracy.":[128],"results":[130],"demonstrate":[131],"high":[132],"accuracy":[133],"over":[135],"96":[136],"%":[137],"robust":[139],"generalization":[140],"across":[141],"variations.":[143],"HiResCAM":[144],"visualizations":[145],"confirm":[146],"that":[147],"focuses":[150],"on":[151],"taxonomically":[152],"relevant":[153],"anatomical":[154],"regions,":[155],"such":[156],"as":[157],"wing":[158],"venation,":[159],"antennae":[160],"segmentation,":[161],"metasomal":[163],"structures,":[164],"thereby":[165],"validating":[166],"plausibility":[169],"learned":[172],"features.":[173],"integration":[175],"explainable":[177],"AI":[178],"techniques":[179],"improves":[180],"transparency":[181],"trustworthiness,":[183],"making":[184],"suitable":[187],"entomological":[189],"research":[190],"accelerate":[192],"characterization":[194],"in":[195],"an":[196],"under-described":[197],"superfamily.":[199]},"counts_by_year":[],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-03-20T00:00:00"}
