{"id":3686,"date":"2025-04-24T04:14:15","date_gmt":"2025-04-24T04:14:15","guid":{"rendered":"https:\/\/vision.yildiz.edu.tr\/?post_type=event&#038;p=3686"},"modified":"2025-04-25T11:07:37","modified_gmt":"2025-04-25T11:07:37","slug":"akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","status":"publish","type":"event","link":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","title":{"rendered":"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti"},"content":{"rendered":"<p style=\"text-align: justify;\">Son y\u0131llardaki akci\u011fer hastal\u0131klar\u0131ndaki b\u00fcy\u00fck art\u0131\u015f, yeterli say\u0131da uzman bulunamamas\u0131, bilgisayarl\u0131 tomografide (computed tomografi-CT) 4096 gri tonun olmas\u0131ndan kaynakl\u0131 insan g\u00f6z\u00fcn\u00fcn s\u0131n\u0131rlar\u0131n\u0131 a\u015fmas\u0131 (insan g\u00f6z\u00fc 30-90 gri tonu ay\u0131rabilir) &#8211; yanl\u0131\u015f te\u015fhise sebep olmas\u0131, uzman taraf\u0131ndan te\u015fhis s\u0131ras\u0131nda zaman kayb\u0131, y\u00fcksek maliyetler ve hastal\u0131kta erken te\u015fhisin \u00f6nemi gibi sebeplerle bilgisayar destekli tan\u0131 (BDT) sistemlerinden yard\u0131m almak zaruri hale gelmi\u015ftir.<\/p>\n<p style=\"text-align: justify;\">Bilgisayar destekli tan\u0131, yapay zeka ve bilgisayarla g\u00f6rme unsurlar\u0131n\u0131 radyolojik g\u00f6r\u00fcnt\u00fc i\u015fleme ile birle\u015ftiren disiplinler aras\u0131 bir teknolojidir. BDT sistemleri medikal g\u00f6r\u00fcnt\u00fclerde radyolog ve uzmanlara k\u0131sa s\u00fcrede g\u00f6r\u00fcnt\u00fcleri analiz etme ve de\u011ferlendirme de yard\u0131mc\u0131 olan sistemlerdir. BDT, medikal alanda hekimin karar verme s\u00fcrecini kolayla\u015ft\u0131racak, insan kaynakl\u0131 hatalar\u0131 en aza indirecek, hastan\u0131n ya\u015fam kalitesini ve s\u00fcrecini art\u0131racakt\u0131r. Ayr\u0131ca g\u00fcn\u00fcm\u00fcz teknolojisinde ka\u00e7\u0131n\u0131lmaz ve ucuz bir gerekliliktir.<\/p>\n<p style=\"text-align: justify;\">\u0130diopatik pulmoner fibrozis (IPF): insan akci\u011ferlerindeki dokunun zamanla kal\u0131nla\u015fmas\u0131ndan, sertle\u015fmesinden ve buna ba\u011fl\u0131 olarak yaralanmalar\u0131n olu\u015fmas\u0131ndan kaynaklanan bir hastal\u0131kt\u0131r. IPF hastal\u0131\u011f\u0131n\u0131n tan\u0131s\u0131 ve takibi radyologlar i\u00e7in \u00e7ok zor ve zaman al\u0131c\u0131 bir s\u00fcre\u00e7tir. Akci\u011ferdeki sertle\u015fme ve kal\u0131nla\u015fman\u0131n giderilmesi i\u00e7in literat\u00fcrde geriye d\u00f6n\u00fck bir tedavisi yoktur. Bu sebeple de hastal\u0131\u011f\u0131n erken te\u015fhisi ve akci\u011ferdeki hastal\u0131k miktar\u0131n\u0131n \u00f6l\u00e7\u00fcm\u00fcn\u00fcn iyi ve tam yap\u0131lmas\u0131 b\u00fcy\u00fck \u00f6nem kazanmaktad\u0131r. IPF hastal\u0131\u011f\u0131n\u0131n bir t\u00fcr\u00fc olan buzlu cam opakla\u015fmas\u0131, akci\u011ferdeki hava bo\u015fluklar\u0131n\u0131n iltihap veya \u00f6dem ile k\u0131smi olarak dolmas\u0131n\u0131n yan\u0131 s\u0131ra akci\u011fer alveollerinin dokular aras\u0131nda kal\u0131nla\u015fmas\u0131 veya k\u0131smi \u00e7\u00f6k\u00fc\u015f\u00fcn\u00fc ifade eden hastal\u0131kt\u0131r. IPF hastal\u0131\u011f\u0131n\u0131n ileri bir t\u00fcr\u00fc olan bal pete\u011fi, akci\u011fer ba\u011f dokusunda d\u00fczensiz kal\u0131nla\u015fm\u0131\u015f duvarlardan olu\u015fan kisttik alan\u0131n radyolojik g\u00f6r\u00fcn\u00fcm\u00fcd\u00fcr.<\/p>\n<p style=\"text-align: justify;\">Bilgisayar destekli tan\u0131, hastal\u0131klar\u0131 kolayl\u0131kla tespit edip s\u0131n\u0131fland\u0131rmas\u0131, daha do\u011fru ve tekrarlanabilir \u00f6l\u00e7\u00fcm ger\u00e7ekle\u015ftirmesi sebebiyle \u00f6nemlidir ve bu \u00e7al\u0131\u015fman\u0131n yap\u0131lmas\u0131 i\u00e7in itici bir g\u00fc\u00e7 sa\u011flamaktad\u0131r. \u00c7al\u0131\u015fma kapsam\u0131nda; akci\u011fer CT g\u00f6r\u00fcnt\u00fcleri \u00fcst\u00fcnden bal pete\u011fi ve buzlu cam dokular\u0131n\u0131n tespiti i\u00e7in derin \u00f6\u011frenme y\u00f6ntemleri ile e\u011fiticili olarak piksel baz\u0131nda ve b\u00f6lgesel olarak s\u0131n\u0131fland\u0131rma yap\u0131lmas\u0131 ama\u00e7lanmaktad\u0131r. Uzman s\u0131n\u0131fland\u0131rma ba\u015far\u0131s\u0131n\u0131 ge\u00e7ilmesi hedeflenmektedir.<\/p>\n<p style=\"text-align: justify;\"><strong>Veri Taban\u0131m\u0131zdan \u00d6rnekler<\/strong><\/p>\n<p style=\"text-align: justify;\">Veri setimiz, patolojik olarak kan\u0131tlanm\u0131\u015f buzlu cam ve bal pete\u011fi tan\u0131s\u0131 konan hastalardan al\u0131nan \u00fc\u00e7 boyutlu patolojik akci\u011fer dokusu b\u00f6lgesini i\u00e7eren y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc bilgisayar tomografi (Y\u00c7BT) g\u00f6r\u00fcnt\u00fc serisini i\u00e7erir.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-large wp-image-3690 aligncenter\" src=\"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1007x1024.png\" alt=\"\" width=\"640\" height=\"651\" srcset=\"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1007x1024.png 1007w, https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-295x300.png 295w, https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-768x781.png 768w, https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1511x1536.png 1511w, https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output.png 1554w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/p>\n<p style=\"text-align: justify;\"><strong>\u015eekil 1:<\/strong>\u00a0A blo\u011fu g\u00f6r\u00fcnt\u00fc k\u00fcmesinden \u00f6rnekleri temsil eder, B blo\u011fu s\u0131ras\u0131yla A blo\u011fundaki g\u00f6r\u00fcnt\u00fclerin manual olu\u015fturulmu\u015f ger\u00e7ek referans de\u011ferleridir (ground truth). B blo\u011fundaki beyaz alanlar sa\u011fl\u0131kl\u0131 b\u00f6lgeyi, koyu gri alanlar buzlu cam b\u00f6lgesini ve a\u00e7\u0131k gri alanlar da bal pete\u011fi b\u00f6lgesini g\u00f6stermektedir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Son y\u0131llardaki akci\u011fer hastal\u0131klar\u0131ndaki b\u00fcy\u00fck art\u0131\u015f, yeterli say\u0131da uzman bulunamamas\u0131, bilgisayarl\u0131 tomografide (computed tomografi-CT) 4096 gri tonun olmas\u0131ndan kaynakl\u0131 insan g\u00f6z\u00fcn\u00fcn s\u0131n\u0131rlar\u0131n\u0131 a\u015fmas\u0131 (insan g\u00f6z\u00fc 30-90 gri tonu ay\u0131rabilir) &#8211; yanl\u0131\u015f te\u015fhise sebep olmas\u0131, uzman taraf\u0131ndan te\u015fhis s\u0131ras\u0131nda zaman kayb\u0131, y\u00fcksek maliyetler ve hastal\u0131kta erken te\u015fhisin \u00f6nemi gibi sebeplerle bilgisayar destekli tan\u0131 (BDT) sistemlerinden yard\u0131m [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"template":"","event_cats":[],"class_list":["post-3686","event","type-event","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group\" \/>\n<meta property=\"og:description\" content=\"Son y\u0131llardaki akci\u011fer hastal\u0131klar\u0131ndaki b\u00fcy\u00fck art\u0131\u015f, yeterli say\u0131da uzman bulunamamas\u0131, bilgisayarl\u0131 tomografide (computed tomografi-CT) 4096 gri tonun olmas\u0131ndan kaynakl\u0131 insan g\u00f6z\u00fcn\u00fcn s\u0131n\u0131rlar\u0131n\u0131 a\u015fmas\u0131 (insan g\u00f6z\u00fc 30-90 gri tonu ay\u0131rabilir) &#8211; yanl\u0131\u015f te\u015fhise sebep olmas\u0131, uzman taraf\u0131ndan te\u015fhis s\u0131ras\u0131nda zaman kayb\u0131, y\u00fcksek maliyetler ve hastal\u0131kta erken te\u015fhisin \u00f6nemi gibi sebeplerle bilgisayar destekli tan\u0131 (BDT) sistemlerinden yard\u0131m [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti\" \/>\n<meta property=\"og:site_name\" content=\"Vision Research Group\" \/>\n<meta property=\"article:modified_time\" content=\"2025-04-25T11:07:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1007x1024.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti\",\"url\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti\",\"name\":\"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/output-1007x1024.png\",\"datePublished\":\"2025-04-24T04:14:15+00:00\",\"dateModified\":\"2025-04-25T11:07:37+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage\",\"url\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/output.png\",\"contentUrl\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/output.png\",\"width\":1554,\"height\":1580},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#website\",\"url\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/\",\"name\":\"Vision Research Group\",\"description\":\"Y\u0131ld\u0131z Teknik \u00dcniversitesi Bilgisayarla G\u00f6rme Ara\u015ft\u0131rma Laboratuvar\u0131\",\"publisher\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#organization\",\"name\":\"Vision Research Group\",\"url\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/cropped-images.png\",\"contentUrl\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/wp-content\\\/uploads\\\/2025\\\/04\\\/cropped-images.png\",\"width\":512,\"height\":512,\"caption\":\"Vision Research Group\"},\"image\":{\"@id\":\"https:\\\/\\\/vision.yildiz.edu.tr\\\/#\\\/schema\\\/logo\\\/image\\\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","og_locale":"tr_TR","og_type":"article","og_title":"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group","og_description":"Son y\u0131llardaki akci\u011fer hastal\u0131klar\u0131ndaki b\u00fcy\u00fck art\u0131\u015f, yeterli say\u0131da uzman bulunamamas\u0131, bilgisayarl\u0131 tomografide (computed tomografi-CT) 4096 gri tonun olmas\u0131ndan kaynakl\u0131 insan g\u00f6z\u00fcn\u00fcn s\u0131n\u0131rlar\u0131n\u0131 a\u015fmas\u0131 (insan g\u00f6z\u00fc 30-90 gri tonu ay\u0131rabilir) &#8211; yanl\u0131\u015f te\u015fhise sebep olmas\u0131, uzman taraf\u0131ndan te\u015fhis s\u0131ras\u0131nda zaman kayb\u0131, y\u00fcksek maliyetler ve hastal\u0131kta erken te\u015fhisin \u00f6nemi gibi sebeplerle bilgisayar destekli tan\u0131 (BDT) sistemlerinden yard\u0131m [&hellip;]","og_url":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","og_site_name":"Vision Research Group","article_modified_time":"2025-04-25T11:07:37+00:00","og_image":[{"url":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1007x1024.png","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","url":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti","name":"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti - Vision Research Group","isPartOf":{"@id":"https:\/\/vision.yildiz.edu.tr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage"},"image":{"@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage"},"thumbnailUrl":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output-1007x1024.png","datePublished":"2025-04-24T04:14:15+00:00","dateModified":"2025-04-25T11:07:37+00:00","breadcrumb":{"@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti"]}]},{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#primaryimage","url":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output.png","contentUrl":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/output.png","width":1554,"height":1580},{"@type":"BreadcrumbList","@id":"https:\/\/vision.yildiz.edu.tr\/?event=akciger-ct-goruntuleri-ustunden-bal-petegi-ve-buzlu-cam-dokularinin-tespiti#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/vision.yildiz.edu.tr\/"},{"@type":"ListItem","position":2,"name":"Akci\u011fer CT G\u00f6r\u00fcnt\u00fcleri \u00dcst\u00fcnden Bal Pete\u011fi ve Buzlu Cam Dokular\u0131n\u0131n Tespiti"}]},{"@type":"WebSite","@id":"https:\/\/vision.yildiz.edu.tr\/#website","url":"https:\/\/vision.yildiz.edu.tr\/","name":"Vision Research Group","description":"Y\u0131ld\u0131z Teknik \u00dcniversitesi Bilgisayarla G\u00f6rme Ara\u015ft\u0131rma Laboratuvar\u0131","publisher":{"@id":"https:\/\/vision.yildiz.edu.tr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/vision.yildiz.edu.tr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/vision.yildiz.edu.tr\/#organization","name":"Vision Research Group","url":"https:\/\/vision.yildiz.edu.tr\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/vision.yildiz.edu.tr\/#\/schema\/logo\/image\/","url":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/cropped-images.png","contentUrl":"https:\/\/vision.yildiz.edu.tr\/wp-content\/uploads\/2025\/04\/cropped-images.png","width":512,"height":512,"caption":"Vision Research Group"},"image":{"@id":"https:\/\/vision.yildiz.edu.tr\/#\/schema\/logo\/image\/"}}]}},"guten_post_layout_featured_media_urls":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"guten_post_layout_landscape_large":false,"guten_post_layout_portrait_large":false,"guten_post_layout_square_large":false,"guten_post_layout_landscape":false,"guten_post_layout_portrait":false,"guten_post_layout_square":false,"academix-single-team-thumb":false,"academix-team-thumbnail":false,"academix-event-thumbnail":false,"academix-event-gallery-thumb":false,"academix-blog-thumb":false},"_links":{"self":[{"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=\/wp\/v2\/event\/3686","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=\/wp\/v2\/event"}],"about":[{"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=\/wp\/v2\/types\/event"}],"author":[{"embeddable":true,"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"wp:attachment":[{"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3686"}],"wp:term":[{"taxonomy":"event_cat","embeddable":true,"href":"https:\/\/vision.yildiz.edu.tr\/index.php?rest_route=%2Fwp%2Fv2%2Fevent_cats&post=3686"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}