{"id":7763,"date":"2024-04-03T10:45:33","date_gmt":"2024-04-03T10:45:33","guid":{"rendered":"https:\/\/noveltybilisim.com.tr\/blog\/?p=7763"},"modified":"2024-04-03T10:45:34","modified_gmt":"2024-04-03T10:45:34","slug":"yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor","status":"publish","type":"post","link":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/","title":{"rendered":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7763\" class=\"elementor elementor-7763\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e951b43 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e951b43\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e3fe64f\" data-id=\"e3fe64f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-510ef0f elementor-widget elementor-widget-text-editor\" data-id=\"510ef0f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>\u00dcretken yapay zek\u00e2 (AI), en iyi ChatGPT veya Stable Diffusion gibi metin veya g\u00f6r\u00fcnt\u00fc olu\u015fturma uygulamalar\u0131ndan biliniyor olabilir. Ancak bunun \u00f6tesinde faydas\u0131 giderek daha farkl\u0131 bilimsel alanlarda ortaya \u00e7\u0131k\u0131yor. Helmholtz-Zentrum Dresden-Rossendorf&#8217;taki (HZDR) Geli\u015fmi\u015f Sistem Anlay\u0131\u015f\u0131 Merkezi&#8217;nden (CASUS) ara\u015ft\u0131rmac\u0131lar, Londra Imperial College&#8217;dan meslekta\u015flar\u0131yla i\u015fbirli\u011fi i\u00e7inde, yakla\u015fan Uluslararas\u0131 \u00d6\u011frenme Temsilleri Konferans\u0131&#8217;nda (ICLR) sunulacak olan son \u00e7al\u0131\u015fmalar\u0131nda ve University College London, Ko\u015fullu De\u011fi\u015fken Dif\u00fczyon Modeli (CVDM) ad\u0131 verilen yeni bir a\u00e7\u0131k kaynakl\u0131 algoritma sa\u011flad\u0131. \u00dcretken yapay zekay\u0131 temel alan <b>bu model, g\u00f6r\u00fcnt\u00fcleri rastgelelikten yeniden olu\u015fturarak kalitesini art\u0131r\u0131r.<\/b> Ayr\u0131ca CVDM, yerle\u015fik dif\u00fczyon modellerinden hesaplama a\u00e7\u0131s\u0131ndan<b> daha ucuzdur <\/b>ve <b>\u00e7e\u015fitli uygulamalara kolayca uyarlanabilir.<\/b><\/p><p>B\u00fcy\u00fck verinin ve yeni matematik ve veri bilimi y\u00f6ntemlerinin ortaya \u00e7\u0131k\u0131\u015f\u0131yla birlikte ara\u015ft\u0131rmac\u0131lar, ters problem yakla\u015f\u0131mlar\u0131n\u0131 kullanarak biyoloji, t\u0131p veya \u00e7evre bilimlerindeki hen\u00fcz a\u00e7\u0131klanamayan olgular\u0131 de\u015fifre etmeyi ama\u00e7l\u0131yor. Ters problemler, belirli g\u00f6zlemlere yol a\u00e7an nedensel fakt\u00f6rlerin kurtar\u0131lmas\u0131yla ilgilidir. Bir g\u00f6r\u00fcnt\u00fcn\u00fcn gri tonlamal\u0131 versiyonuna sahipsiniz ve renkleri kurtarmak istiyorsunuz. Burada genellikle birka\u00e7 ge\u00e7erli \u00e7\u00f6z\u00fcm vard\u0131r; \u00f6rne\u011fin a\u00e7\u0131k mavi ve a\u00e7\u0131k k\u0131rm\u0131z\u0131, gri tonlamal\u0131 g\u00f6r\u00fcnt\u00fcde ayn\u0131 g\u00f6r\u00fcn\u00fcr. Dolay\u0131s\u0131yla bu ters problemin \u00e7\u00f6z\u00fcm\u00fc a\u00e7\u0131k mavi ya da a\u00e7\u0131k k\u0131rm\u0131z\u0131 g\u00f6mlekli g\u00f6r\u00fcnt\u00fc olabilir.\u00a0<\/p><p>Mikroskobik g\u00f6r\u00fcnt\u00fclerin analiz edilmesi de tipik bir ters problem olabilir. \u201cBir g\u00f6zleminiz var: mikroskobik g\u00f6r\u00fcnt\u00fcn\u00fcz. Baz\u0131 hesaplamalar uygulayarak numuneniz hakk\u0131nda ilk bak\u0131\u015fta g\u00f6r\u00fcnd\u00fc\u011f\u00fcnden daha fazlas\u0131n\u0131 \u00f6\u011frenebilirsiniz,&#8221; diyor CASUS&#8217;ta doktora \u00f6\u011frencisi ve ICLR makalesinin ba\u015f yazar\u0131 Gabriel della Maggiora. Sonu\u00e7lar daha y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc veya daha kaliteli g\u00f6r\u00fcnt\u00fcler olabilir. Ancak g\u00f6zlemlerden, yani mikroskobik g\u00f6r\u00fcnt\u00fclerden \u201cs\u00fcper g\u00f6r\u00fcnt\u00fclere\u201d giden yol genellikle a\u00e7\u0131k de\u011fildir. Ek olarak g\u00f6zlemsel veriler genellikle g\u00fcr\u00fclt\u00fcl\u00fc, eksik veya belirsizdir. B\u00fct\u00fcn bunlar ters problemleri \u00e7\u00f6zmenin karma\u015f\u0131kl\u0131\u011f\u0131n\u0131 art\u0131r\u0131yor ve onlar\u0131 heyecan verici matematiksel zorluklar haline getiriyor.<\/p><p><b>Sora Gibi \u00dcretken Yapay Zek\u00e2 Modellerinin G\u00fcc\u00fc\u00a0<\/b><\/p><p>Ters problemlerin \u00fcstesinden gelmenin g\u00fc\u00e7l\u00fc ara\u00e7lar\u0131ndan biri \u00fcretken yapay zek\u00e2d\u0131r. \u00dcretken yapay zek\u00e2 modelleri genel olarak belirli bir e\u011fitim veri k\u00fcmesindeki verilerin temel da\u011f\u0131l\u0131m\u0131n\u0131 \u00f6\u011frenir. Tipik bir \u00f6rnek g\u00f6r\u00fcnt\u00fc olu\u015fturmad\u0131r. E\u011fitim a\u015famas\u0131ndan sonra \u00fcretken yapay zeka modelleri, e\u011fitim verileriyle tutarl\u0131 olan tamamen yeni g\u00f6r\u00fcnt\u00fcler \u00fcretir.\u00a0<\/p><p>Farkl\u0131 \u00fcretken yapay zeka \u00e7e\u015fitleri aras\u0131nda, yay\u0131lma modelleri ad\u0131 verilen belirli bir aile, yak\u0131n zamanda ara\u015ft\u0131rmac\u0131lar aras\u0131nda pop\u00fclerlik kazanm\u0131\u015ft\u0131r. Yay\u0131lma modellerinde, yinelemeli bir veri olu\u015fturma s\u00fcreci, bilgi teorisinde do\u011fada meydana gelen bir\u00e7ok rastgele s\u00fcrecin etkisini taklit etmek i\u00e7in kullan\u0131lan bir kavram olan temel g\u00fcr\u00fclt\u00fcden ba\u015flar. G\u00f6r\u00fcnt\u00fc \u00fcretimiyle ilgili olarak, dif\u00fczyon modelleri, e\u011fitim veri seti g\u00f6r\u00fcnt\u00fclerinde hangi piksel d\u00fczenlemelerinin yayg\u0131n ve nadir oldu\u011funu \u00f6\u011frenmi\u015ftir. Bir piksel d\u00fczenlemesi, e\u011fitim verilerinin temel yap\u0131s\u0131yla en iyi \u015fekilde \u00f6rt\u00fc\u015fene kadar istenen yeni g\u00f6r\u00fcnt\u00fcy\u00fc par\u00e7a par\u00e7a \u00fcretirler. Yay\u0131lma modellerinin g\u00fcc\u00fcne iyi bir \u00f6rnek, ABD yaz\u0131l\u0131m \u015firketi OpenAI&#8217;nin metinden videoya modeli Sora&#8217;d\u0131r. Uygulanan bir yay\u0131lma bile\u015feni, Sora&#8217;ya yapay zeka modellerinin daha \u00f6nce olu\u015fturdu\u011fu her \u015feyden daha ger\u00e7ek\u00e7i g\u00f6r\u00fcnen videolar olu\u015fturma yetene\u011fi veriyor.\u00a0<\/p><p>Ancak bir dezavantaj\u0131 var. &#8220;Df\u00fczyon modellerinin uzun s\u00fcredir e\u011fitilmesinin hesaplama a\u00e7\u0131s\u0131ndan pahal\u0131 oldu\u011fu biliniyor. CASUS Gen\u00e7 Ara\u015ft\u0131rmac\u0131 Grubu Lideri ve ICLR makalesinin ilgili yazar\u0131 Dr. Artur Yakimovich, baz\u0131 ara\u015ft\u0131rmac\u0131lar\u0131n son zamanlarda tam da bu nedenle onlardan vazge\u00e7ti\u011fini s\u00f6yl\u00fcyor. \u201cFakat Ko\u015fullu Varyasyonlu Yay\u0131lma Modelimiz gibi yeni geli\u015fmeler, nihai modele ula\u015fmayan &#8216;verimsiz \u00e7al\u0131\u015ft\u0131rmalar\u0131&#8217; en aza indirmeye olanak tan\u0131yor. Hesaplama \u00e7abas\u0131n\u0131 ve dolay\u0131s\u0131yla g\u00fc\u00e7 t\u00fcketimini azaltarak, bu yakla\u015f\u0131m ayn\u0131 zamanda <b>dif\u00fczyon modellerinin e\u011fitilmesini daha \u00e7evre dostu<\/b> hale getirebilir.&#8221;<\/p><p><b>Ak\u0131ll\u0131 antrenman i\u015fe yarar \u2013 sadece sporda de\u011fil\u00a0<\/b><\/p><p>&#8220;Verimsiz \u00e7al\u0131\u015fmalar&#8221; yay\u0131lma modellerinin \u00f6nemli bir dezavantaj\u0131d\u0131r. Bunun nedenlerinden biri, modelin, yay\u0131lma s\u00fcrecinin dinamiklerini kontrol eden \u00f6nceden tan\u0131mlanm\u0131\u015f program\u0131n se\u00e7imine duyarl\u0131 olmas\u0131d\u0131r: Bu program, g\u00fcr\u00fclt\u00fcn\u00fcn nas\u0131l eklenece\u011fini y\u00f6netir: \u00e7ok az veya \u00e7ok fazla, yanl\u0131\u015f yer veya yanl\u0131\u015f zaman &#8211; bir\u00e7ok olas\u0131 vard\u0131r. Ba\u015far\u0131s\u0131z bir e\u011fitimle sonu\u00e7lanan senaryolar. \u015eimdiye kadar bu program, her yeni uygulama i\u00e7in ayarlanmas\u0131 gereken bir hiperparametre olarak belirlendi. Ba\u015fka bir deyi\u015fle, ara\u015ft\u0131rmac\u0131lar modeli tasarlarken genellikle se\u00e7tikleri zamanlamay\u0131 deneme yan\u0131lma y\u00f6ntemiyle tahmin ederler. ICLR&#8217;de sunulan yeni makalede yazarlar, CVDM&#8217;nin kendi ba\u015f\u0131na en uygun e\u011fitimi bulabilmesi i\u00e7in program\u0131 zaten e\u011fitim a\u015famas\u0131nda dahil ettiler. Model daha sonra \u00f6nceden tan\u0131mlanm\u0131\u015f bir programa dayanan di\u011fer modellerden<b> daha iyi sonu\u00e7lar verdi.\u00a0<\/b><\/p><p>Di\u011ferlerinin yan\u0131 s\u0131ra, yazarlar CVDM&#8217;nin bilimsel bir probleme uygulanabilirli\u011fini g\u00f6sterdiler: s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc mikroskopi, tipik bir ters problem. <b>S\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc mikroskopi<\/b>, mikroskobik sistemin optik \u00f6zellikleri nedeniyle \u00e7\u00f6z\u00fcn\u00fcrl\u00fc\u011f\u00fc k\u0131s\u0131tlayan bir s\u0131n\u0131r olan k\u0131r\u0131n\u0131m s\u0131n\u0131r\u0131n\u0131 a\u015fmay\u0131 ama\u00e7lamaktad\u0131r. Bu s\u0131n\u0131r\u0131 algoritmik olarak a\u015fmak i\u00e7in veri bilimcileri, kay\u0131tl\u0131, s\u0131n\u0131rl\u0131 \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc g\u00f6r\u00fcnt\u00fclerdeki hem bulan\u0131kl\u0131\u011f\u0131 hem de g\u00fcr\u00fclt\u00fcy\u00fc ortadan kald\u0131rarak daha y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc g\u00f6r\u00fcnt\u00fcleri yeniden olu\u015fturur. Bu senaryoda CVDM, yayg\u0131n olarak kullan\u0131lan y\u00f6ntemlere k\u0131yasla kar\u015f\u0131la\u015ft\u0131r\u0131labilir ve hatta <b>daha \u00fcst\u00fcn sonu\u00e7lar<\/b> vermi\u015ftir.\u00a0<\/p><p>Yakimovich, &#8220;<b>Elbette, mikroskobik g\u00f6r\u00fcnt\u00fclerin anlaml\u0131l\u0131\u011f\u0131n\u0131 art\u0131rmak i\u00e7in \u00e7e\u015fitli y\u00f6ntemler var; bunlardan baz\u0131lar\u0131 \u00fcretken yapay zeka modellerine dayan\u0131yor<\/b>&#8221; diyor. &#8220;Ancak yakla\u015f\u0131m\u0131m\u0131z\u0131n g\u00f6r\u00fcnt\u00fcleme camias\u0131nda etki b\u0131rakacak baz\u0131 yeni benzersiz \u00f6zelliklere sahip oldu\u011funa inan\u0131yoruz: di\u011fer yay\u0131lma modeli yakla\u015f\u0131mlar\u0131yla k\u0131yaslanabilir veya hatta daha iyi kalitede y\u00fcksek esneklik ve h\u0131z. Ek olarak, CVDM&#8217;miz yeniden yap\u0131lanma konusunda pek emin olmad\u0131\u011f\u0131m\u0131z durumlarda do\u011frudan ipu\u00e7lar\u0131 sa\u011fl\u0131yor; bu, yeni deneylerde ve sim\u00fclasyonlarda bu belirsizlikleri ele alman\u0131n yolunu belirleyen \u00e7ok yararl\u0131 bir \u00f6zellik.&#8221;\u00a0<\/p><p>Gabriel della Maggiora, \u00e7al\u0131\u015fmas\u0131n\u0131 8 May\u0131s&#8217;taki y\u0131ll\u0131k Uluslararas\u0131 \u00d6\u011frenme Temsilleri Konferans\u0131&#8217;nda (ICLR) 3. poster oturumunda saat 10:45&#8217;te poster olarak sunacak. Gazetede \u00f6nceden kaydedilmi\u015f k\u0131sa bir konu\u015fma web sitesinde mevcuttur. Konferans, 2017 y\u0131l\u0131ndan bu yana ilk kez bu y\u0131l yine Avrupa&#8217;da, yani Viyana&#8217;da (Avusturya) d\u00fczenleniyor. \u0130ster yerinde ister video konferans yoluyla kat\u0131l\u0131n, i\u00e7eri\u011fe eri\u015fim i\u00e7in \u00fccretli ge\u00e7i\u015f gereklidir. Yakimovich, &#8220;ICLR, OpenReview portal\u0131 arac\u0131l\u0131\u011f\u0131yla \u00e7ift-k\u00f6r bir hakem incelemesi s\u00fcreci kullan\u0131yor&#8221; diye a\u00e7\u0131kl\u0131yor. \u201c\u0130ncelemelere akranlar\u0131n \u00f6nerdi\u011fi puanlar e\u015flik ediyor; yaln\u0131zca y\u00fcksek puan alan makaleler kabul edilir. Bu nedenle makalemizin kabul\u00fc toplum taraf\u0131ndan y\u00fcksek sayg\u0131 ile e\u015fde\u011ferdir.<\/p><p>Kaynak haber i\u00e7in l\u00fctfen\u00a0<a href=\"https:\/\/www.chemeurope.com\/en\/news\/1183109\/artificial-intelligence-boosts-super-resolution-microscopy.html\" target=\"_blank\" rel=\"noopener\">BURAYA<\/a> t\u0131klay\u0131n\u0131z.<\/p><p>Daha fazla i\u00e7erik i\u00e7in l\u00fctfen\u00a0<a href=\"https:\/\/noveltybilisim.com.tr\/blog\/\" target=\"_blank\" rel=\"noopener\">BURAYA<\/a>\u00a0t\u0131klay\u0131n\u0131z.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c75caf elementor-widget elementor-widget-spacer\" data-id=\"6c75caf\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.13.2 - 11-05-2023 *\/\n.elementor-column .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}<\/style>\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.<\/p>\n","protected":false},"author":1,"featured_media":7772,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[216],"tags":[189,156,154,185],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog<\/title>\n<meta name=\"description\" content=\"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog\" \/>\n<meta property=\"og:description\" content=\"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\" \/>\n<meta property=\"og:site_name\" content=\"Novelty Yapay Zeka Teknolojileri Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/NoveltyBilisim\" \/>\n<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/NoveltyBilisim\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-03T10:45:33+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-03T10:45:34+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2024\/04\/MicrosoftTeams-image-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"831\" \/>\n\t<meta property=\"og:image:height\" content=\"623\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Novelty\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@noveltybilisim1\" \/>\n<meta name=\"twitter:site\" content=\"@noveltybilisim1\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Novelty\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\"},\"author\":{\"name\":\"Novelty\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/ae133846d85339156cdf2cc45cb471bd\"},\"headline\":\"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor\",\"datePublished\":\"2024-04-03T10:45:33+00:00\",\"dateModified\":\"2024-04-03T10:45:34+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\"},\"wordCount\":1322,\"publisher\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#organization\"},\"keywords\":[\"AI\",\"Teknoloji\",\"Yapay Zeka\",\"Yeni Teknoloji\"],\"articleSection\":[\"G\u00fcncel Haber\"],\"inLanguage\":\"tr\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\",\"url\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\",\"name\":\"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog\",\"isPartOf\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#website\"},\"datePublished\":\"2024-04-03T10:45:33+00:00\",\"dateModified\":\"2024-04-03T10:45:34+00:00\",\"description\":\"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.\",\"breadcrumb\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/noveltybilisim.com.tr\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#website\",\"url\":\"https:\/\/noveltybilisim.com.tr\/blog\/\",\"name\":\"Novelty Yapay Zeka Teknolojileri\",\"description\":\"G&uuml;ncel Yapay Zeka, G&ouml;r&uuml;nt&uuml; \u0130\u015fleme ve Sinyal \u0130\u015fleme Geli\u015fmeleri\",\"publisher\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/noveltybilisim.com.tr\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#organization\",\"name\":\"Novelty Yapay Zeka Teknolojileri\",\"url\":\"https:\/\/noveltybilisim.com.tr\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/05\/Orjinal-Logo-Yatay.svg\",\"contentUrl\":\"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/05\/Orjinal-Logo-Yatay.svg\",\"width\":2515,\"height\":610,\"caption\":\"Novelty Yapay Zeka Teknolojileri\"},\"image\":{\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/NoveltyBilisim\",\"https:\/\/twitter.com\/noveltybilisim1\",\"https:\/\/www.linkedin.com\/company\/novelty-bilisim\",\"https:\/\/www.instagram.com\/noveltybilisim\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/ae133846d85339156cdf2cc45cb471bd\",\"name\":\"Novelty\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/95780f2658b8cfcc50f80b48e53a5766?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/95780f2658b8cfcc50f80b48e53a5766?s=96&d=mm&r=g\",\"caption\":\"Novelty\"},\"description\":\"Hem end\u00fcstriyel anlamda \u00e7al\u0131\u015fmalar y\u00fcr\u00fcten hem de \u00fcniversite i\u015f birli\u011fi ile teknolojilerimizi geli\u015ftirdi\u011fimiz muhte\u015fem bir yolculu\u011fun i\u00e7erisindeyiz. Patentli \u00e7\u00f6z\u00fcmleri ile D\u00fcnya'daki alternatif \u00e7\u00f6z\u00fcmleri daima takip eder, en iyisini yapmak i\u00e7in \u00f6zenle \u00e7al\u0131\u015f\u0131r\u0131z.\",\"sameAs\":[\"http:\/\/noveltybilisim.com.tr\/blog\",\"https:\/\/www.facebook.com\/NoveltyBilisim\",\"https:\/\/www.instagram.com\/noveltybilisim\/\",\"https:\/\/www.linkedin.com\/company\/novelty-bilisim\"],\"url\":\"https:\/\/noveltybilisim.com.tr\/blog\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog","description":"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.","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:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog","og_description":"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.","og_url":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/","og_site_name":"Novelty Yapay Zeka Teknolojileri Blog","article_publisher":"https:\/\/www.facebook.com\/NoveltyBilisim","article_author":"https:\/\/www.facebook.com\/NoveltyBilisim","article_published_time":"2024-04-03T10:45:33+00:00","article_modified_time":"2024-04-03T10:45:34+00:00","og_image":[{"width":831,"height":623,"url":"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2024\/04\/MicrosoftTeams-image-2.png","type":"image\/png"}],"author":"Novelty","twitter_card":"summary_large_image","twitter_creator":"@noveltybilisim1","twitter_site":"@noveltybilisim1","twitter_misc":{"Yazan:":"Novelty","Tahmini okuma s\u00fcresi":"6 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#article","isPartOf":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/"},"author":{"name":"Novelty","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/ae133846d85339156cdf2cc45cb471bd"},"headline":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor","datePublished":"2024-04-03T10:45:33+00:00","dateModified":"2024-04-03T10:45:34+00:00","mainEntityOfPage":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/"},"wordCount":1322,"publisher":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/#organization"},"keywords":["AI","Teknoloji","Yapay Zeka","Yeni Teknoloji"],"articleSection":["G\u00fcncel Haber"],"inLanguage":"tr"},{"@type":"WebPage","@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/","url":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/","name":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor - Novelty Yapay Zeka Teknolojileri Blog","isPartOf":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/#website"},"datePublished":"2024-04-03T10:45:33+00:00","dateModified":"2024-04-03T10:45:34+00:00","description":"Yapay zek\u00e2 ara\u015ft\u0131rmac\u0131lar\u0131, yeni CVDM algoritmas\u0131 ile g\u00f6r\u00fcnt\u00fc kalitesini art\u0131rarak mikroskobik analiz ve s\u00fcper \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte kullan\u0131l\u0131yor.","breadcrumb":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/noveltybilisim.com.tr\/blog\/yapay-zeka-super-cozunurluklu-mikroskopiyi-guclendiriyor\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/noveltybilisim.com.tr\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zek\u00e2 S\u00fcper \u00c7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc Mikroskopiyi G\u00fc\u00e7lendiriyor"}]},{"@type":"WebSite","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#website","url":"https:\/\/noveltybilisim.com.tr\/blog\/","name":"Novelty Yapay Zeka Teknolojileri","description":"G&uuml;ncel Yapay Zeka, G&ouml;r&uuml;nt&uuml; \u0130\u015fleme ve Sinyal \u0130\u015fleme Geli\u015fmeleri","publisher":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/noveltybilisim.com.tr\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#organization","name":"Novelty Yapay Zeka Teknolojileri","url":"https:\/\/noveltybilisim.com.tr\/blog\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/05\/Orjinal-Logo-Yatay.svg","contentUrl":"https:\/\/noveltybilisim.com.tr\/blog\/wp-content\/uploads\/2023\/05\/Orjinal-Logo-Yatay.svg","width":2515,"height":610,"caption":"Novelty Yapay Zeka Teknolojileri"},"image":{"@id":"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/NoveltyBilisim","https:\/\/twitter.com\/noveltybilisim1","https:\/\/www.linkedin.com\/company\/novelty-bilisim","https:\/\/www.instagram.com\/noveltybilisim\/"]},{"@type":"Person","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/ae133846d85339156cdf2cc45cb471bd","name":"Novelty","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/noveltybilisim.com.tr\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/95780f2658b8cfcc50f80b48e53a5766?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/95780f2658b8cfcc50f80b48e53a5766?s=96&d=mm&r=g","caption":"Novelty"},"description":"Hem end\u00fcstriyel anlamda \u00e7al\u0131\u015fmalar y\u00fcr\u00fcten hem de \u00fcniversite i\u015f birli\u011fi ile teknolojilerimizi geli\u015ftirdi\u011fimiz muhte\u015fem bir yolculu\u011fun i\u00e7erisindeyiz. Patentli \u00e7\u00f6z\u00fcmleri ile D\u00fcnya'daki alternatif \u00e7\u00f6z\u00fcmleri daima takip eder, en iyisini yapmak i\u00e7in \u00f6zenle \u00e7al\u0131\u015f\u0131r\u0131z.","sameAs":["http:\/\/noveltybilisim.com.tr\/blog","https:\/\/www.facebook.com\/NoveltyBilisim","https:\/\/www.instagram.com\/noveltybilisim\/","https:\/\/www.linkedin.com\/company\/novelty-bilisim"],"url":"https:\/\/noveltybilisim.com.tr\/blog\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/posts\/7763"}],"collection":[{"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/comments?post=7763"}],"version-history":[{"count":9,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/posts\/7763\/revisions"}],"predecessor-version":[{"id":7773,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/posts\/7763\/revisions\/7773"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/media\/7772"}],"wp:attachment":[{"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/media?parent=7763"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/categories?post=7763"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/noveltybilisim.com.tr\/blog\/wp-json\/wp\/v2\/tags?post=7763"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}