{"id":"https://openalex.org/W4408633265","doi":"https://doi.org/10.3233/faia241595","title":"Comparative Evaluation of YOLOv5, YOLOv8, and TensorFlow for Optimal Model Selection in Durian Leaf Disease Detection via Mobile Application","display_name":"Comparative Evaluation of YOLOv5, YOLOv8, and TensorFlow for Optimal Model Selection in Durian Leaf Disease Detection via Mobile Application","publication_year":2025,"publication_date":"2025-03-17","ids":{"openalex":"https://openalex.org/W4408633265","doi":"https://doi.org/10.3233/faia241595"},"language":"en","primary_location":{"id":"doi:10.3233/faia241595","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia241595","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA241595","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA241595","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5116707750","display_name":"Perawut Eiamin","orcid":null},"institutions":[{"id":"https://openalex.org/I129488602","display_name":"Burapha University","ror":"https://ror.org/01ff74m36","country_code":"TH","type":"education","lineage":["https://openalex.org/I129488602"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"Perawut Eiamin","raw_affiliation_strings":["Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University","institution_ids":["https://openalex.org/I129488602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116707751","display_name":"Pannathorn Janoum","orcid":null},"institutions":[{"id":"https://openalex.org/I129488602","display_name":"Burapha University","ror":"https://ror.org/01ff74m36","country_code":"TH","type":"education","lineage":["https://openalex.org/I129488602"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Pannathorn Janoum","raw_affiliation_strings":["Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University","institution_ids":["https://openalex.org/I129488602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116707752","display_name":"Jirutdet Puangmanee","orcid":null},"institutions":[{"id":"https://openalex.org/I129488602","display_name":"Burapha University","ror":"https://ror.org/01ff74m36","country_code":"TH","type":"education","lineage":["https://openalex.org/I129488602"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Jirutdet Puangmanee","raw_affiliation_strings":["Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University","institution_ids":["https://openalex.org/I129488602"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052815240","display_name":"Ponlawat Chophuk","orcid":"https://orcid.org/0000-0002-7284-2675"},"institutions":[{"id":"https://openalex.org/I129488602","display_name":"Burapha University","ror":"https://ror.org/01ff74m36","country_code":"TH","type":"education","lineage":["https://openalex.org/I129488602"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Ponlawat Chophuk","raw_affiliation_strings":["Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University"],"raw_orcid":"https://orcid.org/0000-0002-7284-2675","affiliations":[{"raw_affiliation_string":"Department of Science Program Department of Applied Artificial Intelligence and Smart Technology, Faculty of Informatics, Burapha University","institution_ids":["https://openalex.org/I129488602"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5116707750"],"corresponding_institution_ids":["https://openalex.org/I129488602"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09305904,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9760000109672546,"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":0.9760000109672546,"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/selection","display_name":"Selection (genetic algorithm)","score":0.7476287484169006},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49321216344833374},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4505057632923126},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.41918328404426575}],"concepts":[{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.7476287484169006},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49321216344833374},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4505057632923126},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41918328404426575}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/faia241595","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia241595","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA241595","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":{"id":"doi:10.3233/faia241595","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia241595","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA241595","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4408633265.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"The":[0,168],"burgeoning":[1],"durian":[2,63,108,123,196,214],"industry":[3],"in":[4,18,59,213,225],"Thailand":[5],"has":[6],"witnessed":[7],"an":[8],"unprecedented":[9],"surge,":[10],"catapulting":[11],"exports":[12],"to":[13,106,192],"a":[14,24,55,67,103,119,193,219],"staggering":[15],"$3":[16],"billion":[17],"2023,":[19],"solidifying":[20],"its":[21],"dominance":[22],"with":[23,97,174],"commanding":[25],"95%":[26],"market":[27],"share.":[28],"Yet,":[29],"amidst":[30],"this":[31],"growth,":[32],"the":[33,51,60,73,75,88,92,98,113,128,131,139,155,158,177,205,231],"specter":[34],"of":[35,53,57,78,94,100,130,141,160,195,222,234],"leaf":[36,38,64,81,124,145,148,197],"blight,":[37],"spot,":[39],"and":[40,83,110,151,166,186,211],"Phytophthora":[41,84,152],"fruit":[42,85,153],"rot":[43,86,154],"looms":[44],"large,":[45],"casting":[46],"shadows":[47],"over":[48],"production.":[49],"Enter":[50],"realm":[52],"AI,":[54],"beacon":[56],"hope":[58],"battle":[61],"against":[62],"diseases.":[65,198],"In":[66],"landscape":[68],"where":[69],"early":[70],"detection":[71,140],"is":[72],"linchpin,":[74],"overt":[76],"symptoms":[77],"afflictions":[79],"like":[80],"blight":[82,149],"amplify":[87],"urgency.":[89],"Herein":[90],"lies":[91],"fusion":[93],"AI":[95],"prowess":[96],"ubiquity":[99],"mobile":[101],"technology,":[102],"duo":[104],"poised":[105],"revolutionize":[107],"cultivation":[109,215],"export,":[111],"paving":[112],"way":[114],"for":[115,122,208],"sustainability.This":[116],"study":[117],"unveils":[118],"groundbreaking":[120],"methodology":[121],"disease":[125,209],"detection,":[126],"harnessing":[127],"power":[129],"Ultralytics":[132],"Hub":[133],"application":[134],"on":[135],"smartphones.":[136],"Delving":[137],"into":[138],"three":[142,161],"prevalent":[143],"maladies":[144],"spot":[146],"disease,":[147,150],"research":[156],"scrutinizes":[157],"efficacy":[159],"distinct":[162],"models:":[163],"YOLOv5,":[164],"YOLOv8,":[165],"TensorFlow.":[167],"findings":[169],"reveal":[170],"impressive":[171],"accuracy":[172],"rates,":[173],"YOLOv5":[175],"leading":[176],"charge":[178],"at":[179,184,188],"93.33%,":[180],"followed":[181],"by":[182,230],"YOLOv8":[183],"80%,":[185],"TensorFlow":[187],"63.33%,":[189],"when":[190],"subjected":[191],"battery":[194],"This":[199],"innovative":[200],"approach":[201],"not":[202],"only":[203],"slashes":[204],"time":[206],"required":[207],"identification":[210],"diagnosis":[212],"but":[216],"also":[217],"heralds":[218],"new":[220],"era":[221],"precision":[223],"management":[224],"Thailand\u2019s":[226],"agricultural":[227],"landscape,":[228],"bolstered":[229],"transformative":[232],"capabilities":[233],"neural":[235],"networks.":[236]},"counts_by_year":[],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}