{"id":"https://openalex.org/W2731642057","doi":"https://doi.org/10.1109/siu.2017.7960459","title":"Segmentation of precursor lesions in cervical cancer using convolutional neural networks","display_name":"Segmentation of precursor lesions in cervical cancer using convolutional neural networks","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2731642057","doi":"https://doi.org/10.1109/siu.2017.7960459","mag":"2731642057"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2017.7960459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2017.7960459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 25th Signal Processing and Communications Applications Conference (SIU)","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/A5056161886","display_name":"Abd\u00fclkadir Albayrak","orcid":"https://orcid.org/0000-0002-0738-871X"},"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":true,"raw_author_name":"Abdulkadir Albayrak","raw_affiliation_strings":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi","institution_ids":["https://openalex.org/I4101805"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000331512","display_name":"Asli Unlu","orcid":null},"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":"Asli Unlu","raw_affiliation_strings":["Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi","institution_ids":["https://openalex.org/I3125470973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025661679","display_name":"Nurullah \u00c7al\u0131k","orcid":"https://orcid.org/0000-0002-7351-4980"},"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":"Nurullah Calik","raw_affiliation_strings":["Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Elektronik ve Haberle\u015fme M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi","institution_ids":["https://openalex.org/I4101805"]}]},{"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":["Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc, Y\u0131ld\u0131z Teknik \u00dcniversitesi","institution_ids":["https://openalex.org/I4101805"]}]},{"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/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":"Ilknur Turkmen","raw_affiliation_strings":["Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi","institution_ids":["https://openalex.org/I3125470973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067678529","display_name":"Asl\u0131 \u00c7ak\u0131r","orcid":"https://orcid.org/0000-0003-0128-6947"},"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":"Asli Cakir","raw_affiliation_strings":["Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Patoloji Anabilim Dal\u0131, \u0130stanbul Medipol \u00dcniversitesi","institution_ids":["https://openalex.org/I3125470973"]}]},{"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":["Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi","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":["Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi","institution_ids":["https://openalex.org/I48912391"]}]},{"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":["Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi"],"affiliations":[{"raw_affiliation_string":"Bili\u015fim Enstit\u00fcs\u00fc, \u0130stanbul Teknik \u00dcniversitesi","institution_ids":["https://openalex.org/I48912391"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5056161886"],"corresponding_institution_ids":["https://openalex.org/I4101805"],"apc_list":null,"apc_paid":null,"fwci":1.8649,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.89095698,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"15","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9825000166893005,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9679999947547913,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.8142660856246948},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.8131281137466431},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.640857994556427},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6203891634941101},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6199396848678589},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.5129272937774658},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.5112731456756592},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4968438446521759},{"id":"https://openalex.org/keywords/cervical-cancer","display_name":"Cervical cancer","score":0.4414333701133728},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4277057647705078},{"id":"https://openalex.org/keywords/dice","display_name":"Dice","score":0.42419862747192383},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.4003605544567108},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.3368598222732544},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.32275068759918213},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.2923502027988434},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1452566683292389},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09361541271209717}],"concepts":[{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.8142660856246948},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.8131281137466431},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.640857994556427},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6203891634941101},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6199396848678589},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.5129272937774658},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.5112731456756592},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4968438446521759},{"id":"https://openalex.org/C2778220009","wikidata":"https://www.wikidata.org/wiki/Q160105","display_name":"Cervical cancer","level":3,"score":0.4414333701133728},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4277057647705078},{"id":"https://openalex.org/C22029948","wikidata":"https://www.wikidata.org/wiki/Q45089","display_name":"Dice","level":2,"score":0.42419862747192383},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.4003605544567108},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.3368598222732544},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.32275068759918213},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.2923502027988434},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1452566683292389},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09361541271209717},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/siu.2017.7960459","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2017.7960459","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 25th Signal Processing and Communications Applications Conference (SIU)","raw_type":"proceedings-article"},{"id":"pmh:oai:polen.itu.edu.tr:11527/52251","is_oa":false,"landing_page_url":"https://hdl.handle.net/11527/52251","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":[{"display_name":"Good health and well-being","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/3"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1519122895","https://openalex.org/W1583676656","https://openalex.org/W1757407923","https://openalex.org/W1901129140","https://openalex.org/W1999018641","https://openalex.org/W2068730032","https://openalex.org/W2095705004","https://openalex.org/W2112796928","https://openalex.org/W2163605009","https://openalex.org/W2282915343","https://openalex.org/W2302302587","https://openalex.org/W2512138407","https://openalex.org/W2554892747","https://openalex.org/W2556697445","https://openalex.org/W2587148149","https://openalex.org/W2591740120","https://openalex.org/W6639824700","https://openalex.org/W6674330103","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W3104750253","https://openalex.org/W2973136608","https://openalex.org/W3012828488","https://openalex.org/W4286233748","https://openalex.org/W2046969815","https://openalex.org/W4254054209","https://openalex.org/W4200334192","https://openalex.org/W2086489015","https://openalex.org/W2952835238","https://openalex.org/W2157102420"],"abstract_inverted_index":{"Cervical":[0],"carcinoma":[1],"is":[2],"one":[3],"of":[4,31,46,64],"the":[5,10,29,32,52,58,65,84,89],"frequently":[6],"seen":[7],"cancers":[8],"in":[9,13],"world":[11],"and":[12],"our":[14],"country,":[15],"develops":[16],"from":[17],"precursor":[18,21,90],"lesions.":[19],"These":[20],"lesions":[22,48,91],"are":[23],"analyzed":[24],"by":[25,76],"pathologists":[26],"so":[27],"that":[28,42],"diagnosis":[30],"disease":[33],"can":[34],"be":[35],"made.":[36],"In":[37,57],"this":[38],"study,":[39],"a":[40],"system":[41,67],"performs":[43],"automatic":[44],"detection":[45],"pre-cancerous":[47],"was":[49,74],"performed":[50],"using":[51,77],"convolutional":[53],"neural":[54],"networks":[55],"(CNNs).":[56],"training":[59,85],"phase,":[60],"lesion":[61],"recognition":[62],"performance":[63],"proposed":[66],"has":[68],"reached":[69],"92%.":[70],"Thereafter,":[71],"whole":[72],"image":[73],"segmented":[75,93],"60":[78,80],"\u00d7":[79],"pixel":[81],"tiles":[82],"during":[83],"phase.":[86],"After":[87],"all,":[88],"were":[92],"with":[94],"81.71%":[95],"Dice":[96],"coefficient.":[97]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":5},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-06T13:50:29.536080","created_date":"2025-10-10T00:00:00"}