{"id":"https://openalex.org/W4307841244","doi":"https://doi.org/10.1109/jbhi.2022.3218293","title":"Classification of Cervical Precursor Lesions via Local Histogram and Cell Morphometric Features","display_name":"Classification of Cervical Precursor Lesions via Local Histogram and Cell Morphometric Features","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4307841244","doi":"https://doi.org/10.1109/jbhi.2022.3218293","pmid":"https://pubmed.ncbi.nlm.nih.gov/36318553"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2022.3218293","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3218293","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5025661679","display_name":"Nurullah \u00c7al\u0131k","orcid":"https://orcid.org/0000-0002-7351-4980"},"institutions":[{"id":"https://openalex.org/I57913696","display_name":"Istanbul Medeniyet University","ror":"https://ror.org/05j1qpr59","country_code":"TR","type":"education","lineage":["https://openalex.org/I57913696"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Nurullah Calik","raw_affiliation_strings":["Department of Biomedical Engineering, Istanbul Medeniyet University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Istanbul Medeniyet University, Istanbul, Turkey","institution_ids":["https://openalex.org/I57913696"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056161886","display_name":"Abd\u00fclkadir Albayrak","orcid":"https://orcid.org/0000-0002-0738-871X"},"institutions":[{"id":"https://openalex.org/I123466251","display_name":"Dicle University","ror":"https://ror.org/0257dtg16","country_code":"TR","type":"education","lineage":["https://openalex.org/I123466251"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Abdulkadir Albayrak","raw_affiliation_strings":["Department of Computer Engineering, Dicle University, Diyarbakir, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Dicle University, Diyarbakir, Turkey","institution_ids":["https://openalex.org/I123466251"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079755795","display_name":"Asl\u0131 Akhan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163811","display_name":"Ac\u0131badem Adana Hospital","ror":"https://ror.org/05g2amy04","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210163811"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Asli Akhan","raw_affiliation_strings":["Department of Pathology, Selahaddin Eyyubi Hospital, Diyarbakir, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Pathology, Selahaddin Eyyubi Hospital, Diyarbakir, Turkey","institution_ids":["https://openalex.org/I4210163811"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019220021","display_name":"\u0130lknur T\u00fcrkmen","orcid":"https://orcid.org/0000-0002-6185-0186"},"institutions":[{"id":"https://openalex.org/I4210112332","display_name":"Memorial Sisli Hospital","ror":"https://ror.org/021e99k21","country_code":"TR","type":"healthcare","lineage":["https://openalex.org/I4210112332"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ilknur Turkmen","raw_affiliation_strings":["The Department of Pathology, Memorial Sisli Hospital, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"The Department of Pathology, Memorial Sisli Hospital, Istanbul, Turkey","institution_ids":["https://openalex.org/I4210112332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050955327","display_name":"Abdulkerim \u00c7apar","orcid":"https://orcid.org/0000-0002-7110-5569"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Abdulkerim Capar","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istan- bul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istan- bul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042082747","display_name":"Beh\u00e7et U\u011fur T\u00f6rey\u0131n","orcid":"https://orcid.org/0000-0003-4406-2783"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Behcet Ugur Toreyin","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istan- bul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istan- bul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082045666","display_name":"G\u00f6khan Bilgin","orcid":"https://orcid.org/0000-0002-5532-477X"},"institutions":[{"id":"https://openalex.org/I4101805","display_name":"Y\u0131ld\u0131z Technical University","ror":"https://ror.org/0547yzj13","country_code":"TR","type":"education","lineage":["https://openalex.org/I4101805"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gokhan Bilgin","raw_affiliation_strings":["Department of Computer Engineering, Yildiz Technical University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Yildiz Technical University, Istanbul, Turkey","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014317885","display_name":"Bahar M\u00fcezz\u00edno\u011flu","orcid":"https://orcid.org/0000-0001-6080-0673"},"institutions":[{"id":"https://openalex.org/I3125470973","display_name":"Istanbul Medipol University","ror":"https://ror.org/037jwzz50","country_code":"TR","type":"education","lineage":["https://openalex.org/I3125470973"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Bahar Muezzinoglu","raw_affiliation_strings":["Department of Pathology, Istanbul Medipol University, Istanbul, Turkey"],"affiliations":[{"raw_affiliation_string":"Department of Pathology, Istanbul Medipol University, Istanbul, Turkey","institution_ids":["https://openalex.org/I3125470973"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043960937","display_name":"L\u00fctfiye Durak-Ata","orcid":"https://orcid.org/0000-0002-4368-2967"},"institutions":[{"id":"https://openalex.org/I48912391","display_name":"Istanbul Technical University","ror":"https://ror.org/059636586","country_code":"TR","type":"education","lineage":["https://openalex.org/I48912391"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Lutfiye Durak-Ata","raw_affiliation_strings":["Informatics Institute, Istanbul Technical University, Istan- bul, Turkey"],"affiliations":[{"raw_affiliation_string":"Informatics Institute, Istanbul Technical University, Istan- bul, Turkey","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5025661679"],"corresponding_institution_ids":["https://openalex.org/I57913696"],"apc_list":null,"apc_paid":null,"fwci":0.6895,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.7547521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"27","issue":"4","first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14510","display_name":"Medical Imaging and Analysis","score":0.9927999973297119,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"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/histogram","display_name":"Histogram","score":0.660544753074646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5960139036178589},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5410486459732056},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44449084997177124},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37033170461654663},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.14148470759391785}],"concepts":[{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.660544753074646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5960139036178589},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5410486459732056},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44449084997177124},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37033170461654663},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.14148470759391785}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009333","descriptor_name":"Neck","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009333","descriptor_name":"Neck","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009333","descriptor_name":"Neck","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/jbhi.2022.3218293","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2022.3218293","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:36318553","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36318553","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null},{"id":"pmh:oai:polen.itu.edu.tr:11527/54128","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/54128","pdf_url":null,"source":{"id":"https://openalex.org/S4306400460","display_name":"Istanbul Technical University Academic Open Archive (Istanbul Technical University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I48912391","host_organization_name":"Istanbul Technical University","host_organization_lineage":["https://openalex.org/I48912391"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G4169253990","display_name":null,"funder_award_id":"2014-04-01-KAP01","funder_id":"https://openalex.org/F4320323955","funder_display_name":"Yildiz Teknik \u00dcniversitesi"},{"id":"https://openalex.org/G4404083878","display_name":null,"funder_award_id":"ITU- BAP MAB-2020-42314","funder_id":"https://openalex.org/F4320324489","funder_display_name":"Istanbul Teknik \u00dcniversitesi"}],"funders":[{"id":"https://openalex.org/F4320323955","display_name":"Yildiz Teknik \u00dcniversitesi","ror":"https://ror.org/0547yzj13"},{"id":"https://openalex.org/F4320324489","display_name":"Istanbul Teknik \u00dcniversitesi","ror":"https://ror.org/059636586"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W110574034","https://openalex.org/W1777025491","https://openalex.org/W1836465849","https://openalex.org/W1924290394","https://openalex.org/W1957754569","https://openalex.org/W1965451568","https://openalex.org/W1966676297","https://openalex.org/W2010816436","https://openalex.org/W2051765910","https://openalex.org/W2064292292","https://openalex.org/W2067596895","https://openalex.org/W2078255372","https://openalex.org/W2082805292","https://openalex.org/W2091882796","https://openalex.org/W2093587960","https://openalex.org/W2115518823","https://openalex.org/W2119653719","https://openalex.org/W2123985590","https://openalex.org/W2153545592","https://openalex.org/W2155235045","https://openalex.org/W2343051383","https://openalex.org/W2512138407","https://openalex.org/W2537988091","https://openalex.org/W2616720730","https://openalex.org/W2761677563","https://openalex.org/W2789926374","https://openalex.org/W2810207020","https://openalex.org/W2851827357","https://openalex.org/W2889646458","https://openalex.org/W2905659132","https://openalex.org/W2912567190","https://openalex.org/W2921357516","https://openalex.org/W2955181859","https://openalex.org/W2997021327","https://openalex.org/W3102737931","https://openalex.org/W3118232860","https://openalex.org/W3205852314","https://openalex.org/W4220679340","https://openalex.org/W6604479337","https://openalex.org/W6633213208","https://openalex.org/W6638667902","https://openalex.org/W6640246690"],"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":{"Cervical":[0,77],"squamous":[1],"intra-epithelial":[2],"lesions":[3,8,203],"(SIL)":[4],"are":[5,104,191],"precursor":[6],"cancer":[7,23],"and":[9,67,129,178],"their":[10],"diagnosis":[11,27],"is":[12,54,112,125,133],"important":[13],"because":[14],"patients":[15],"have":[16,150],"a":[17,113,154,170],"chance":[18],"to":[19,41,73,106],"be":[20,85,95],"cured":[21],"before":[22],"develops.":[24],"In":[25,97],"the":[26,29,35,39,42,49,57,64,74,92,109,117,130,134,137,141,161,202],"of":[28,52,70,76,119,136,167,201],"disease,":[30],"pathologists":[31],"decide":[32],"by":[33,48,139],"considering":[34],"cell":[36,60],"distribution":[37],"from":[38,145],"basal":[40],"upper":[43,68],"membrane.":[44],"The":[45,122,187],"idea,":[46],"inspired":[47],"pathologists'":[50],"point":[51],"view,":[53],"based":[55],"on":[56,153],"fact":[58],"that":[59,91,108],"amounts":[61],"differ":[62],"in":[63,160,169],"basal,":[65],"central,":[66],"regions":[69],"tissue":[71,88],"according":[72],"level":[75],"Intraepithelial":[78],"Neoplasia":[79],"(CIN).":[80],"Therefore,":[81],"histogram":[82,111,138],"information":[83],"can":[84,94],"used":[86],"for":[87,116,193],"classification":[89,102,118,135],"so":[90],"model":[93],"explainable.":[96],"this":[98],"study,":[99],"two":[100],"different":[101],"schemes":[103],"proposed":[105,188],"show":[107],"local":[110],"useful":[114],"feature":[115,143],"cervical":[120],"tissues.":[121],"first":[123],"classifier":[124],"Kullback":[126],"Leibler":[127],"divergence-based,":[128],"second":[131],"one":[132],"combining":[140],"embedding":[142],"vector":[144],"morphometric":[146],"features.":[147],"These":[148],"algorithms":[149,184],"been":[151],"tested":[152],"public":[155],"dataset.The":[156],"method":[157],"we":[158],"propose":[159],"study":[162],"achieved":[163],"an":[164],"accuracy":[165],"performance":[166],"78.69%":[168],"data":[171],"set":[172],"where":[173],"morphology-based":[174],"methods":[175],"were":[176,185],"69.07%":[177],"Convolutional":[179],"Neural":[180],"Network":[181],"(CNN)":[182],"patch-based":[183],"75.77%.":[186],"statistical":[189],"features":[190],"robust":[192],"tackling":[194],"real-life":[195],"problems":[196],"as":[197],"they":[198],"operate":[199],"independently":[200],"manifold.":[204]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
