{"id":"https://openalex.org/W7132820265","doi":"https://doi.org/10.1145/3785443.3785451","title":"Comparison of YOLOv5 and YOLOv8 in Mycobacterium Tuberculosis Detection","display_name":"Comparison of YOLOv5 and YOLOv8 in Mycobacterium Tuberculosis Detection","publication_year":2025,"publication_date":"2025-11-27","ids":{"openalex":"https://openalex.org/W7132820265","doi":"https://doi.org/10.1145/3785443.3785451"},"language":null,"primary_location":{"id":"doi:10.1145/3785443.3785451","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3785443.3785451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 8th International Conference on Digital Medicine and Image Processing","raw_type":"proceedings-article"},"type":"article","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/A5127541189","display_name":"Heny Yuniarti","orcid":null},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]},{"id":"https://openalex.org/I4210126231","display_name":"Robotic Research (United States)","ror":"https://ror.org/035w78024","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126231"]}],"countries":["ID","US"],"is_corresponding":true,"raw_author_name":"Heny Yuniarti","raw_affiliation_strings":["Department of Informatics and Computer Engineering, Politeknik Elektronika Negeri Surabaya, Surabaya, East Java, Indonesia","Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, East Java, Indonesia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Computer Engineering, Politeknik Elektronika Negeri Surabaya, Surabaya, East Java, Indonesia","institution_ids":["https://openalex.org/I4210126231"]},{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, East Java, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127567504","display_name":"Chastine Fatichah","orcid":null},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Chastine Fatichah","raw_affiliation_strings":["Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, East Java, Indonesia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya, East Java, Indonesia","institution_ids":["https://openalex.org/I166843116"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111038489","display_name":"Riyanto Sigit","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126231","display_name":"Robotic Research (United States)","ror":"https://ror.org/035w78024","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126231"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Riyanto Sigit","raw_affiliation_strings":["Department of Informatics and Computer Engineering, Politeknik Elektronika Negeri Surabaya, Surabaya, East Java, Indonesia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics and Computer Engineering, Politeknik Elektronika Negeri Surabaya, Surabaya, East Java, Indonesia","institution_ids":["https://openalex.org/I4210126231"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5127541189"],"corresponding_institution_ids":["https://openalex.org/I166843116","https://openalex.org/I4210126231"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.77634802,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"36","last_page":"41"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11316","display_name":"Mycobacterium research and diagnosis","score":0.460099995136261,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11316","display_name":"Mycobacterium research and diagnosis","score":0.460099995136261,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10038","display_name":"Tuberculosis Research and Epidemiology","score":0.30570000410079956,"subfield":{"id":"https://openalex.org/subfields/2725","display_name":"Infectious Diseases"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12578","display_name":"Diagnosis and treatment of tuberculosis","score":0.027799999341368675,"subfield":{"id":"https://openalex.org/subfields/2746","display_name":"Surgery"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/sputum","display_name":"Sputum","score":0.795799970626831},{"id":"https://openalex.org/keywords/tuberculosis","display_name":"Tuberculosis","score":0.6906999945640564},{"id":"https://openalex.org/keywords/mycobacterium-tuberculosis","display_name":"Mycobacterium tuberculosis","score":0.656499981880188},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.4713999927043915},{"id":"https://openalex.org/keywords/public-health","display_name":"Public health","score":0.4526999890804291},{"id":"https://openalex.org/keywords/public-healthcare","display_name":"Public healthcare","score":0.3822000026702881},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.3806999921798706},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.33970001339912415}],"concepts":[{"id":"https://openalex.org/C2776301714","wikidata":"https://www.wikidata.org/wiki/Q259346","display_name":"Sputum","level":3,"score":0.795799970626831},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7574999928474426},{"id":"https://openalex.org/C2781069245","wikidata":"https://www.wikidata.org/wiki/Q12204","display_name":"Tuberculosis","level":2,"score":0.6906999945640564},{"id":"https://openalex.org/C2777975735","wikidata":"https://www.wikidata.org/wiki/Q130971","display_name":"Mycobacterium tuberculosis","level":3,"score":0.656499981880188},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4713999927043915},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.4526999890804291},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.4129999876022339},{"id":"https://openalex.org/C2986711855","wikidata":"https://www.wikidata.org/wiki/Q294308","display_name":"Public healthcare","level":3,"score":0.3822000026702881},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.3806999921798706},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.33970001339912415},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.33079999685287476},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.32440000772476196},{"id":"https://openalex.org/C3020132585","wikidata":"https://www.wikidata.org/wiki/Q2671652","display_name":"Diagnostic accuracy","level":2,"score":0.32280001044273376},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.3181999921798706},{"id":"https://openalex.org/C2780639635","wikidata":"https://www.wikidata.org/wiki/Q4888238","display_name":"Tuberculosis diagnosis","level":4,"score":0.2989000082015991},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29019999504089355},{"id":"https://openalex.org/C3020808697","wikidata":"https://www.wikidata.org/wiki/Q1163564","display_name":"Case finding","level":3,"score":0.2858999967575073},{"id":"https://openalex.org/C2988170871","wikidata":"https://www.wikidata.org/wiki/Q11000047","display_name":"Healthcare system","level":3,"score":0.2842999994754791},{"id":"https://openalex.org/C2780374374","wikidata":"https://www.wikidata.org/wiki/Q194309","display_name":"Mycobacterium","level":3,"score":0.27799999713897705},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C2908628106","wikidata":"https://www.wikidata.org/wiki/Q12204","display_name":"Pulmonary tuberculosis","level":3,"score":0.2637999951839447},{"id":"https://openalex.org/C61511704","wikidata":"https://www.wikidata.org/wiki/Q1671857","display_name":"Incidence (geometry)","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C148524875","wikidata":"https://www.wikidata.org/wiki/Q6975395","display_name":"F1 score","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3785443.3785451","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3785443.3785451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 8th International Conference on Digital Medicine and Image Processing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6603676676750183,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W3109325941","https://openalex.org/W3186154436","https://openalex.org/W4388823657","https://openalex.org/W4401309005"],"related_works":[],"abstract_inverted_index":{"Tuberculosis":[0],"(TB)":[1],"is":[2,77,101,122],"an":[3,109,199,218],"infectious":[4],"disease":[5],"caused":[6],"by":[7],"Mycobacterium":[8],"tuberculosis.":[9],"Without":[10],"proper":[11],"treatment,":[12],"TB":[13,25,41,50,128,167,228],"can":[14],"develop":[15],"into":[16],"a":[17,27,52,159,188,193,207,212],"serious":[18],"and":[19,45,66,103,111,131,144,161,198,217,231],"potentially":[20],"fatal":[21],"disease.":[22],"In":[23],"Indonesia,":[24],"remains":[26],"critical":[28],"public":[29,237],"health":[30,238],"issue,":[31],"with":[32,87],"millions":[33],"affected,":[34],"placing":[35],"the":[36,78,127,133,148,174],"country":[37],"third":[38],"globally":[39],"in":[40,75,240],"cases,":[42],"following":[43],"India":[44],"China.":[46],"Common":[47],"symptoms":[48],"of":[49,150,183,191,196,202,210,215,221],"include":[51],"persistent":[53],"cough":[54],"lasting":[55],"more":[56],"than":[57],"three":[58],"weeks,":[59],"hemoptysis":[60],"(bloody":[61],"sputum),":[62],"fever,":[63],"chest":[64],"pain,":[65],"night":[67],"sweats.":[68],"The":[69,170],"most":[70],"commonly":[71],"used":[72,162],"diagnostic":[73],"method":[74],"Indonesia":[76],"Ziehl-Neelsen":[79],"stained-sputum":[80],"smear":[81],"technique,":[82],"which":[83],"processes":[84],"sputum":[85],"samples":[86],"certain":[88],"reagents.":[89],"Acid-fast":[90],"bacilli":[91],"are":[92,156],"then":[93],"observed":[94],"through":[95,158],"microscopic":[96],"examination.":[97],"However,":[98],"this":[99],"process":[100,130],"labor-intensive":[102],"time-consuming,":[104],"often":[105],"requiring":[106],"between":[107],"half":[108],"hour":[110],"several":[112],"hours":[113],"for":[114,166,181],"accurate":[115],"diagnosis.":[116],"To":[117],"address":[118],"these":[119],"challenges,":[120],"technology":[121],"urgently":[123],"needed":[124],"to":[125,146,163,226],"accelerate":[126],"diagnosis":[129],"decrease":[132],"burden":[134],"on":[135,141],"healthcare":[136],"workers.":[137],"This":[138,223],"study":[139],"focuses":[140],"employing":[142,173],"YOLOv5":[143,205],"YOLOv8":[145,175],"automate":[147],"detection":[149,230],"acid-fast":[151],"bacilli.":[152],"Sputum":[153],"sample":[154],"images":[155],"acquired":[157],"microscope":[160],"train":[164],"models":[165],"bacteria":[168],"detection.":[169],"proposed":[171],"system,":[172],"algorithm,":[176],"has":[177],"demonstrated":[178],"adequate":[179],"performance":[180],"one":[182],"our":[184],"specialized":[185],"models,":[186],"achieving":[187],"precision":[189,208],"score":[190,195,201,209,214,220],"0.88,":[192],"recall":[194,213],"0.77,":[197],"F1":[200],"0.82,":[203],"while":[204],"achieves":[206],"0.74,":[211],"0.78,":[216],"mAP":[219],"0.84.":[222],"research":[224],"aims":[225],"enhance":[227],"case":[229],"expand":[232],"treatment":[233],"coverage,":[234],"improving":[235],"overall":[236],"outcomes":[239],"Indonesia.":[241]},"counts_by_year":[],"updated_date":"2026-03-02T06:13:33.250793","created_date":"2026-03-01T00:00:00"}