{"id":"https://openalex.org/W4410724513","doi":"https://doi.org/10.1049/ipr2.70115","title":"A Modified Hierarchical Vision Transformer Model for Poultry Disease Detection","display_name":"A Modified Hierarchical Vision Transformer Model for Poultry Disease Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4410724513","doi":"https://doi.org/10.1049/ipr2.70115"},"language":"en","primary_location":{"id":"doi:10.1049/ipr2.70115","is_oa":true,"landing_page_url":"https://doi.org/10.1049/ipr2.70115","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ipr2.70115","source":{"id":"https://openalex.org/S83215360","display_name":"IET Image Processing","issn_l":"1751-9659","issn":["1751-9659","1751-9667"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ipr2.70115","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090527714","display_name":"Michael Agbo Tettey Soli","orcid":"https://orcid.org/0000-0002-9985-000X"},"institutions":[{"id":"https://openalex.org/I138690464","display_name":"University of Ghana","ror":"https://ror.org/01r22mr83","country_code":"GH","type":"education","lineage":["https://openalex.org/I138690464"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Michael Agbo Tettey Soli","raw_affiliation_strings":["Department of Computer Science University of Ghana  Accra Ghana"],"raw_orcid":"https://orcid.org/0000-0002-9985-000X","affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Ghana  Accra Ghana","institution_ids":["https://openalex.org/I138690464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117694542","display_name":"Dacosta Agyei","orcid":null},"institutions":[{"id":"https://openalex.org/I138690464","display_name":"University of Ghana","ror":"https://ror.org/01r22mr83","country_code":"GH","type":"education","lineage":["https://openalex.org/I138690464"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Dacosta Agyei","raw_affiliation_strings":["Department of Computer Science University of Ghana  Accra Ghana"],"raw_orcid":"https://orcid.org/0009-0006-1012-0710","affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Ghana  Accra Ghana","institution_ids":["https://openalex.org/I138690464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117694543","display_name":"Waliyyullah Umar Bandawu","orcid":"https://orcid.org/0009-0006-2954-1419"},"institutions":[{"id":"https://openalex.org/I138690464","display_name":"University of Ghana","ror":"https://ror.org/01r22mr83","country_code":"GH","type":"education","lineage":["https://openalex.org/I138690464"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Waliyyullah Umar Bandawu","raw_affiliation_strings":["Department of Computer Science University of Ghana  Accra Ghana"],"raw_orcid":"https://orcid.org/0009-0006-2954-1419","affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Ghana  Accra Ghana","institution_ids":["https://openalex.org/I138690464"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092880506","display_name":"Leonard Mensah Boante","orcid":"https://orcid.org/0009-0008-8332-978X"},"institutions":[{"id":"https://openalex.org/I138690464","display_name":"University of Ghana","ror":"https://ror.org/01r22mr83","country_code":"GH","type":"education","lineage":["https://openalex.org/I138690464"]}],"countries":["GH"],"is_corresponding":false,"raw_author_name":"Leonard Mensah Boante","raw_affiliation_strings":["Department of Computer Science University of Ghana  Accra Ghana"],"raw_orcid":"https://orcid.org/0009-0008-8332-978X","affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Ghana  Accra Ghana","institution_ids":["https://openalex.org/I138690464"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013228780","display_name":"Justice Kwame Appati","orcid":"https://orcid.org/0000-0003-2798-4524"},"institutions":[{"id":"https://openalex.org/I138690464","display_name":"University of Ghana","ror":"https://ror.org/01r22mr83","country_code":"GH","type":"education","lineage":["https://openalex.org/I138690464"]}],"countries":["GH"],"is_corresponding":true,"raw_author_name":"Justice Kwame Appati","raw_affiliation_strings":["Department of Computer Science University of Ghana  Accra Ghana"],"raw_orcid":"https://orcid.org/0000-0003-2798-4524","affiliations":[{"raw_affiliation_string":"Department of Computer Science University of Ghana  Accra Ghana","institution_ids":["https://openalex.org/I138690464"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5013228780"],"corresponding_institution_ids":["https://openalex.org/I138690464"],"apc_list":{"value":2000,"currency":"EUR","value_usd":2200},"apc_paid":{"value":2000,"currency":"EUR","value_usd":2200},"fwci":0.6328,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.67945854,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"19","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular 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"}},"topics":[{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.996399998664856,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular 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/T10616","display_name":"Smart Agriculture and AI","score":0.9872999787330627,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6092762351036072},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5616444945335388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45013371109962463},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37997564673423767},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3558463752269745},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14132258296012878},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11534056067466736},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.07093977928161621}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6092762351036072},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5616444945335388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45013371109962463},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37997564673423767},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3558463752269745},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14132258296012878},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11534056067466736},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.07093977928161621}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1049/ipr2.70115","is_oa":true,"landing_page_url":"https://doi.org/10.1049/ipr2.70115","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ipr2.70115","source":{"id":"https://openalex.org/S83215360","display_name":"IET Image Processing","issn_l":"1751-9659","issn":["1751-9659","1751-9667"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Image Processing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1049/ipr2.70115","is_oa":true,"landing_page_url":"https://doi.org/10.1049/ipr2.70115","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1049/ipr2.70115","source":{"id":"https://openalex.org/S83215360","display_name":"IET Image Processing","issn_l":"1751-9659","issn":["1751-9659","1751-9667"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311714","host_organization_name":"Institution of Engineering and Technology","host_organization_lineage":["https://openalex.org/P4310311714"],"host_organization_lineage_names":["Institution of Engineering and Technology"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IET Image Processing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410724513.pdf","grobid_xml":"https://content.openalex.org/works/W4410724513.grobid-xml"},"referenced_works_count":26,"referenced_works":["https://openalex.org/W2163605009","https://openalex.org/W2560023338","https://openalex.org/W2784050770","https://openalex.org/W2789255992","https://openalex.org/W2962778460","https://openalex.org/W3094502228","https://openalex.org/W3135533134","https://openalex.org/W3145444543","https://openalex.org/W4200048233","https://openalex.org/W4213019189","https://openalex.org/W4289170362","https://openalex.org/W4381661471","https://openalex.org/W4386782419","https://openalex.org/W4389213004","https://openalex.org/W4389546929","https://openalex.org/W4394668313","https://openalex.org/W4394963135","https://openalex.org/W4402912358","https://openalex.org/W4405203823","https://openalex.org/W4406278352","https://openalex.org/W4406898111","https://openalex.org/W4407090880","https://openalex.org/W4407128430","https://openalex.org/W4407338216","https://openalex.org/W4407557663","https://openalex.org/W6793164127"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"ABSTRACT":[0],"Poultry":[1],"production":[2],"faces":[3],"challenges":[4],"from":[5,91],"diseases":[6,90],"like":[7,47],"newcastle,":[8],"salmonella,":[9],"and":[10,23,34,39,49,63,67,111,147,184],"coccidiosis,":[11],"which":[12],"are":[13,37],"critical":[14],"to":[15,87,144],"global":[16,68,148],"food":[17],"security,":[18],"resulting":[19],"in":[20,171,182],"economic":[21],"losses":[22],"public":[24],"health":[25],"concerns.":[26],"Current":[27],"detection":[28],"technologies,":[29],"such":[30],"as":[31,154],"human":[32],"inspections":[33],"PCR\u2010based":[35],"procedures,":[36],"time\u2010consuming":[38],"costly,":[40],"limiting":[41],"scalability.":[42],"Convolutional":[43],"neural":[44],"networks":[45],"(CNNs)":[46],"ResNet50":[48],"VGG16":[50],"have":[51],"shown":[52],"promise":[53],"for":[54,158,179],"automating":[55],"disease":[56,161],"identification,":[57],"but":[58],"they":[59],"struggle":[60],"with":[61,102,135,177],"generalization":[62],"collecting":[64],"fine\u2010grained":[65],"local":[66,146],"information.":[69],"In":[70],"this":[71],"study,":[72],"we":[73],"propose":[74],"a":[75,81,136,155],"deep":[76],"learning":[77],"solution":[78,157],"based":[79],"on":[80],"hierarchical":[82,169],"vision":[83,113],"transformer":[84],"(HViT)":[85],"model":[86,101,124],"detect":[88],"poultry":[89,160],"fecal":[92],"images.":[93],"We":[94],"compare":[95],"the":[96,166],"performance":[97],"of":[98,133,139,168],"our":[99,122],"HViT":[100,123],"traditional":[103],"CNNs":[104],"(ResNet50,":[105],"VGG16),":[106],"lightweight":[107],"architectures":[108],"(MobileNetV3_Large_100,":[109],"XceptionNet),":[110],"standard":[112],"transformers":[114],"(ViT)":[115],"(ViT\u2010B/16).":[116],"The":[117,141],"experimental":[118],"results":[119],"demonstrate":[120],"that":[121],"outperforms":[125],"other":[126],"models,":[127],"achieving":[128],"an":[129],"average":[130],"validation":[131,137],"accuracy":[132],"90.90%":[134],"loss":[138],"0.2647.":[140],"HViT's":[142],"ability":[143],"balance":[145],"feature":[149],"recognition":[150],"highlights":[151],"its":[152],"potential":[153],"scalable":[156],"real\u2010time":[159],"detection.":[162],"These":[163],"findings":[164],"underscore":[165],"significance":[167],"attention":[170],"addressing":[172],"complex":[173],"image":[174],"analysis":[175],"tasks,":[176],"implications":[178],"broader":[180],"applications":[181],"agriculture":[183],"medical":[185],"imaging.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}
