Bilgisayarl\u0131 g\u00f6r\u00fc (computer vision), makinelerin g\u00f6r\u00fcnt\u00fc ve videodan g\u00f6rsel bilgiyi yorumlamas\u0131n\u0131 ve anlamas\u0131n\u0131 sa\u011flayan AI alan\u0131d\u0131r. Temel g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131ndan karma\u015f\u0131k sahne anlamaya, 3D yeniden yap\u0131land\u0131rmaya ve g\u00f6rsel ak\u0131l y\u00fcr\u00fctmeye kadar g\u00f6revleri kapsar. Modern bilgisayarl\u0131 g\u00f6r\u00fc, derin \u00f6\u011frenme yakla\u015f\u0131mlar\u0131n\u0131n, \u00f6zellikle konvol\u00fcsyonel sinir a\u011flar\u0131n\u0131n (CNN’ler) ve Vision Transformer’lar\u0131n\u0131n<\/a> (ViT) egemenli\u011findedir.<\/p>\n Bilgisayarl\u0131 g\u00f6r\u00fc bir\u00e7ok g\u00f6revi kapsar: g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma (bu g\u00f6r\u00fcnt\u00fcde ne var?), nesne tespiti (g\u00f6r\u00fcnt\u00fclerdeki nesneleri bulma ve s\u0131n\u0131fland\u0131rma), anlamsal segmentasyon (her pikseli etiketleme), \u00f6rnek segmentasyonu (ayn\u0131 s\u0131n\u0131f\u0131n farkl\u0131 \u00f6rneklerini ay\u0131rma), poz tahmini (insan v\u00fccudu anahtar noktalar\u0131n\u0131 bulma), y\u00fcz tan\u0131ma, optik karakter tan\u0131ma (OCR), g\u00f6rsel soru cevaplama, g\u00f6r\u00fcnt\u00fc \u00fcretimi (dif\u00fczyon modelleri taraf\u0131ndan ele al\u0131n\u0131r) ve video anlama (eylem tan\u0131ma, izleme).<\/p>\n Bilgisayarl\u0131 g\u00f6r\u00fc \u00e7e\u015fitli uygulamalar\u0131 destekler: otonom ara\u00e7lar (Tesla, Waymo, Cruise), t\u0131bbi g\u00f6r\u00fcnt\u00fcleme (radyoloji, patoloji, dermatoloji), \u00fcretim kalite kontrol\u00fc, tar\u0131msal izleme (mahsul sa\u011fl\u0131\u011f\u0131, verim tahmini), perakende (kasiyersiz ma\u011fazalar, h\u0131rs\u0131zl\u0131k \u00f6nleme), g\u00fcvenlik ve g\u00f6zetim, i\u00e7erik denetimi, art\u0131r\u0131lm\u0131\u015f ve sanal ger\u00e7eklik ve giderek artan bi\u00e7imde yarat\u0131c\u0131 ara\u00e7lar. CLIP ve SAM gibi temel modeller alan\u0131 d\u00f6n\u00fc\u015ft\u00fcrd\u00fc ve s\u0131f\u0131r at\u0131\u015f g\u00f6rsel g\u00f6revleri m\u00fcmk\u00fcn k\u0131ld\u0131.<\/p>\n Bilgisayarl\u0131 g\u00f6r\u00fc \u00f6zellikle keskin hukuki sorular do\u011furur: y\u00fcz tan\u0131ma bir\u00e7ok yarg\u0131 yetkisinde k\u0131s\u0131tlanm\u0131\u015ft\u0131r veya yasakt\u0131r (AB AI Act \u00e7o\u011fu kamusal alan ger\u00e7ek zamanl\u0131 y\u00fcz tan\u0131may\u0131 yasaklar; birden \u00e7ok ABD \u015fehri h\u00fck\u00fcmet kullan\u0131m\u0131n\u0131 yasaklar; Illinois BIPA \u00f6zel biyometrik y\u00fck\u00fcml\u00fcl\u00fckler dayat\u0131r); tespit sistemlerinde demografik \u00f6nyarg\u0131 (koyu ten tonlar\u0131 i\u00e7in daha y\u00fcksek hata oranlar\u0131n\u0131 g\u00f6steren birden \u00e7ok \u00f6nemli \u00e7al\u0131\u015fma); g\u00f6zetim kayg\u0131lar\u0131 ve sivil \u00f6zg\u00fcrl\u00fckler \u00fczerindeki dondurucu etkiler; e\u011fitim i\u00e7in veri gizlili\u011fi<\/a> ve onay; ve telif hakk\u0131 korumal\u0131 g\u00f6r\u00fcnt\u00fcler \u00fczerinde modelleri e\u011fitirken telif hakk\u0131.<\/p>\n","protected":false},"excerpt":{"rendered":" TLDR: Bilgisayarl\u0131 g\u00f6r\u00fc (computer vision), makinelerin g\u00f6r\u00fcnt\u00fc ve videodan g\u00f6rsel bilgiyi yorumlamas\u0131n\u0131 ve anlamas\u0131n\u0131 sa\u011flayan AI alan\u0131d\u0131r. Temel g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rmas\u0131ndan karma\u015f\u0131k sahne anlamaya, 3D yeniden yap\u0131land\u0131rmaya ve g\u00f6rsel ak\u0131l y\u00fcr\u00fctmeye kadar g\u00f6revleri kapsar. Modern bilgisayarl\u0131 g\u00f6r\u00fc, derin \u00f6\u011frenme yakla\u015f\u0131mlar\u0131n\u0131n, \u00f6zellikle konvol\u00fcsyonel sinir a\u011flar\u0131n\u0131n (CNN’ler) ve Vision Transformer’lar\u0131n\u0131n (ViT) egemenli\u011findedir. B\u00fcy\u00fck G\u00f6revler Bilgisayarl\u0131 g\u00f6r\u00fc bir\u00e7ok g\u00f6revi […]<\/p>\n","protected":false},"author":4,"featured_media":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"footnotes":""},"categories":[],"class_list":["post-11947","term","type-term","status-publish","format-standard","hentry"],"_links":{"self":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11947","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term"}],"about":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/types\/term"}],"author":[{"embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/comments?post=11947"}],"version-history":[{"count":1,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11947\/revisions"}],"predecessor-version":[{"id":12308,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/term\/11947\/revisions\/12308"}],"wp:attachment":[{"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/media?parent=11947"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/virconlegal.com\/tr\/wp-json\/wp\/v2\/categories?post=11947"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}B\u00fcy\u00fck G\u00f6revler<\/h3>\n
Sekt\u00f6r Uygulamalar\u0131<\/h3>\n
Hukuki ve Etik Sorunlar<\/h3>\n