{"id":"https://openalex.org/W7217420696","doi":null,"title":"Automated detection of ischemic stroke lesions using u-net deep learning architecture in brain MR scans","display_name":"Automated detection of ischemic stroke lesions using u-net deep learning architecture in brain MR scans","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W7217420696"},"language":"tr","primary_location":{"id":"pmh:oai:acikkaynak.bilecik.edu.tr:11552/3430","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11552/3430","pdf_url":"https://acikkaynak.bilecik.edu.tr/bitstreams/6de81405-579b-49a2-b2f8-3c7aa5664b94/download","source":{"id":"https://openalex.org/S7407055253","display_name":"Bilecik \u015eeyh Edebali University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Object"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://acikkaynak.bilecik.edu.tr/bitstreams/6de81405-579b-49a2-b2f8-3c7aa5664b94/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5154972409","display_name":"Merve Balaban","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Balaban, Merve","raw_affiliation_strings":["\u00dcniversitesi M\u00fchendislik Fak\u00fcltesi Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00dcniversitesi M\u00fchendislik Fak\u00fcltesi Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5155755023","display_name":"G\u00f6khan U\u00e7ar","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"U\u00e7ar, G\u00f6khan","raw_affiliation_strings":["\u00dcniversitesi M\u00fchendislik Fak\u00fcltesi Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\u00dcniversitesi M\u00fchendislik Fak\u00fcltesi Bilgisayar M\u00fchendisli\u011fi B\u00f6l\u00fcm\u00fc","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034457762","display_name":"Emre Dand\u0131l","orcid":"https://orcid.org/0000-0001-6559-1399","observed_orcids":["https://orcid.org/0000-0001-6559-1399"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Dand\u0131l, Emre","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.6929000020027161,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.6929000020027161,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.18199999630451202,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10227","display_name":"Acute Ischemic Stroke Management","score":0.09679999947547913,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Clinical Neurology"},"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/ischemic-stroke","display_name":"ischemic stroke","score":0.9660000205039978},{"id":"https://openalex.org/keywords/lesion-segmentation","display_name":"lesion segmentation","score":0.7839999794960022},{"id":"https://openalex.org/keywords/u-net","display_name":"U-Net","score":0.9419999718666077},{"id":"https://openalex.org/keywords/brain-mri","display_name":"brain MRI","score":0.8920000195503235},{"id":"https://openalex.org/keywords/automated-stroke-detection","display_name":"automated stroke detection","score":0.6830000281333923},{"id":"https://openalex.org/keywords/deep-learning","display_name":"deep learning","score":0.4860000014305115},{"id":"https://openalex.org/keywords/medical-image-segmentation","display_name":"medical image segmentation","score":0.6129999756813049},{"id":"https://openalex.org/keywords/ischemic-stroke-diagnosis","display_name":"ischemic stroke diagnosis","score":0.4740000069141388}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.7980999946594238},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.5217999815940857},{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.47780001163482666},{"id":"https://openalex.org/C3020166492","wikidata":"https://www.wikidata.org/wiki/Q12202","display_name":"Acute stroke","level":3,"score":0.4255000054836273},{"id":"https://openalex.org/C2780645631","wikidata":"https://www.wikidata.org/wiki/Q671554","display_name":"Stroke (engine)","level":2,"score":0.3425000011920929},{"id":"https://openalex.org/C3020199598","wikidata":"https://www.wikidata.org/wiki/Q12202","display_name":"Ischemic stroke","level":3,"score":0.32089999318122864},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.30059999227523804},{"id":"https://openalex.org/C2994556229","wikidata":"https://www.wikidata.org/wiki/Q1209150","display_name":"Brain infarction","level":3,"score":0.21130000054836273},{"id":"https://openalex.org/C141071460","wikidata":"https://www.wikidata.org/wiki/Q40821","display_name":"Surgery","level":1,"score":0.20999999344348907},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.2003999948501587}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:acikkaynak.bilecik.edu.tr:11552/3430","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11552/3430","pdf_url":"https://acikkaynak.bilecik.edu.tr/bitstreams/6de81405-579b-49a2-b2f8-3c7aa5664b94/download","source":{"id":"https://openalex.org/S7407055253","display_name":"Bilecik \u015eeyh Edebali University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Object"}],"best_oa_location":{"id":"pmh:oai:acikkaynak.bilecik.edu.tr:11552/3430","doi":null,"is_oa":true,"landing_page_url":"https://hdl.handle.net/11552/3430","pdf_url":"https://acikkaynak.bilecik.edu.tr/bitstreams/6de81405-579b-49a2-b2f8-3c7aa5664b94/download","source":{"id":"https://openalex.org/S7407055253","display_name":"Bilecik \u015eeyh Edebali University Institutional Repository","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference Object"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9074000120162964,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7217420696.pdf","grobid_xml":"https://content.openalex.org/works/W7217420696.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1872215388","https://openalex.org/W2019321224","https://openalex.org/W2020635799","https://openalex.org/W2032215495","https://openalex.org/W2058081075","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2135398540","https://openalex.org/W2163459328","https://openalex.org/W2163605009","https://openalex.org/W2626711511","https://openalex.org/W2884436604","https://openalex.org/W2899740939","https://openalex.org/W2919115771","https://openalex.org/W2963446712","https://openalex.org/W2968446587","https://openalex.org/W3171424841","https://openalex.org/W3204529870","https://openalex.org/W4211070880","https://openalex.org/W4242175757","https://openalex.org/W4243187337","https://openalex.org/W4308948097","https://openalex.org/W4317748807","https://openalex.org/W4367675860","https://openalex.org/W4387059469","https://openalex.org/W4390943021"],"related_works":["https://openalex.org/W7217573655","https://openalex.org/W4283692575","https://openalex.org/W4285585554","https://openalex.org/W4318003004","https://openalex.org/W3092200073","https://openalex.org/W4408091233","https://openalex.org/W2900447083","https://openalex.org/W3171424841","https://openalex.org/W4409176311","https://openalex.org/W4388900898"],"abstract_inverted_index":{"Beyinde":[0],"kan":[1],"ak\u0131\u015f\u0131n\u0131n":[2],"kesilmesi":[3],"sebebiyle":[4,8],"geli\u015fen":[5],"inme":[6,18,107,164,194,211,217,291,308],"hastal\u0131\u011f\u0131":[7],"her":[9],"y\u0131l":[10],"\u00e7ok":[11],"fazla":[12,96],"insan":[13],"ya\u015fam\u0131n\u0131":[14],"yitirmektedir.":[15],"Bunun":[16],"yan\u0131nda,":[17],"nedeniyle":[19],"beyinde":[20],"olu\u015fan":[21],"hasarlardan":[22],"dolay\u0131":[23],"da":[24],"bir\u00e7ok":[25],"insanda":[26],"fiziksel":[27],"ve":[28,48,77,110,132,137,146,170,251,264,280,297,311],"bili\u015fsel":[29],"bozukluk":[30],"\u015feklinde":[31],"kal\u0131c\u0131":[32],"hasarlar":[33],"olu\u015fmaktad\u0131r.":[34],"Bu":[35,104,156,214],"sebeple":[36],"hastan\u0131n":[37],"hastaneye":[38],"ba\u015fvurdu\u011fu":[39],"ilk":[40,83],"evrede":[41],"inmenin":[42],"h\u0131zl\u0131":[43,136,180],"bir":[44,139,167,173,181,202,224,294,317],"\u015fekilde":[45,140,168,225,295],"te\u015fhis":[46,298],"edilmesi":[47],"do\u011fru":[49],"tedaviye":[50,111],"ba\u015flanmas\u0131":[51],"b\u00fcy\u00fck":[52],"\u00f6neme":[53],"ta\u015f\u0131maktad\u0131r.":[54],"\u0130nmeden":[55],"etkilenen":[56],"beyin":[57,97,158,221],"b\u00f6lgelerinin":[58],"ay\u0131rt":[59],"edilme":[60],"s\u00fcreci":[61],"nitelikli":[62],"uzman":[63,129,306],"g\u00f6r\u00fc\u015flerini":[64],"gerektirmektedir.":[65],"Ancak,":[66],"uzmanlar\u0131n":[67],"el":[68],"yordam\u0131":[69],"ile":[70,242,287],"b\u00f6l\u00fctleme":[71,131,296],"i\u015flemleri":[72],"zaman":[73],"al\u0131c\u0131,":[74],"hataya":[75],"e\u011filimli":[76],"subjektif":[78],"s\u00fcre\u00e7ler":[79],"i\u00e7ermektedir.":[80],"\u0130nme":[81],"vakalar\u0131nda":[82],"birka\u00e7":[84],"saatin":[85],"hayati":[86],"\u00f6nem":[87],"ta\u015f\u0131d\u0131\u011f\u0131":[88],"g\u00f6z":[89,118],"\u00f6n\u00fcnde":[90],"bulunduruldu\u011funda,":[91],"tedavi":[92],"s\u00fcrecinin":[93],"gecikmesi":[94],"daha":[95],"dokusunun":[98],"yok":[99],"olma":[100],"tehlikesini":[101],"ortaya":[102],"\u00e7\u0131karmaktad\u0131r.":[103],"durum,":[105],"iskemik":[106,163,193,216,290],"lezyonunu":[108],"b\u00f6l\u00fctleyen":[109,169],"ge\u00e7i\u015fi":[112],"h\u0131zland\u0131ran":[113],"otomatik":[114,166],"y\u00f6ntemlere":[115],"duyulan":[116],"ihtiyac\u0131":[117],"ard\u0131":[119],"edilemeyecek":[120],"hale":[121],"getirmektedir.":[122],"Son":[123],"y\u0131llarda,":[124],"derin":[125,187,245,284],"\u00f6\u011frenme":[126,188,246,285],"a\u011flar\u0131":[127],"sayesinde":[128],"hekimlerin":[130,307],"karar":[133,312],"verme":[134,313],"s\u00fcrecini":[135],"ba\u015far\u0131l\u0131":[138,293],"yapabilmesini":[141],"sa\u011flamaya":[142],"y\u00f6nelik":[143],"\u00e7al\u0131\u015fmalar":[144],"artm\u0131\u015f":[145],"bu":[147],"\u00e7al\u0131\u015fmalarda":[148,269],"elde":[149,270,276],"edilen":[150,271],"performans":[151,257],"seviyeleri":[152],"de":[153],"artmaya":[154],"ba\u015flam\u0131\u015ft\u0131r.":[155],"\u00e7al\u0131\u015fmada,":[157],"Manyetik":[159],"Rezonans":[160],"(MR)":[161],"g\u00f6r\u00fcnt\u00fclerinden":[162],"lezyonlar\u0131n\u0131":[165,292],"tespit":[171],"eden":[172],"y\u00f6ntem":[174],"\u00f6nerilmektedir.":[175],"\u00c7al\u0131\u015fmada,":[176],"lezyonlar\u0131n":[177],"b\u00f6l\u00fctlenmesi":[178],"i\u00e7in":[179,228,259],"e\u011fitim":[182],"s\u00fcrecine":[183],"sahip":[184,301],"olan":[185,204],"U-Net":[186,244,283],"mimarisi":[189],"kullan\u0131lm\u0131\u015ft\u0131r.":[190,213],"Ayr\u0131ca,":[191],"\u00e7al\u0131\u015fmada":[192],"te\u015fhisi":[195],"konmu\u015f":[196],"vakalar\u0131n":[197],"MR":[198,230,240],"g\u00f6r\u00fcnt\u00fclerini":[199],"i\u00e7eren":[200],"global":[201],"veriseti":[203,212],"Ischemic":[205],"Stroke":[206],"Lesion":[207],"Segmentation":[208],"(ISLES)":[209],"2022":[210,274],"verisetinde":[215],"te\u015fhisinde":[218],"hasar":[219],"g\u00f6ren":[220],"dokular\u0131n\u0131n":[222],"hassas":[223],"g\u00f6r\u00fcnt\u00fclenmesini":[226],"sa\u011flad\u0131\u011f\u0131":[227],"dif\u00fczyon-a\u011f\u0131rl\u0131kl\u0131":[229],"g\u00f6r\u00fcnt\u00fcleri":[231,241],"(DAG)":[232],"tercih":[233],"edilmi\u015ftir.":[234],"Deneysel":[235,268],"analizlerde,":[236],"250":[237],"hastaya":[238],"ait":[239],"e\u011fitilen":[243],"a\u011f\u0131":[247,286],"kullan\u0131larak":[248],"F1,":[249],"Dice":[250],"Kesinlik":[252],"(Precision),":[253],"Duyarl\u0131l\u0131k":[254],"(Recall)":[255],"anahtar":[256],"metrikleri":[258],"s\u0131ras\u0131yla":[260],"0.85,":[261],"0.79,":[262],"0.86":[263],"0.87":[265],"skorlar\u0131":[266],"ba\u015far\u0131lm\u0131\u015ft\u0131r.":[267],"sonu\u00e7lar,":[272],"ISLES":[273],"kat\u0131l\u0131mc\u0131lar\u0131n\u0131n":[275],"etti\u011fi":[277],"sonu\u00e7larla":[278],"\u00f6rt\u00fc\u015ft\u00fc\u011f\u00fc":[279],"sonu\u00e7":[281],"olarak":[282],"olu\u015fturulan":[288],"modelin,":[289],"etme":[299],"potansiyeline":[300],"oldu\u011funu":[302],"g\u00f6stermi\u015ftir.":[303],"\u00d6nerilen":[304],"y\u00f6ntemin":[305],"te\u015fhisini":[309],"kolayla\u015ft\u0131raca\u011f\u0131":[310],"a\u015famas\u0131nda":[314],"kullanabilecekleri":[315],"yard\u0131mc\u0131":[316],"ara\u00e7":[318],"olabilece\u011fi":[319],"de\u011ferlendirilmektedir.":[320]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-03T00:00:00"}