{"id":3261,"date":"2022-12-15T13:25:18","date_gmt":"2022-12-15T13:25:18","guid":{"rendered":"https:\/\/bulutistan.com\/blog\/?p=3261"},"modified":"2024-01-20T10:48:47","modified_gmt":"2024-01-20T10:48:47","slug":"ocr","status":"publish","type":"post","link":"https:\/\/bulutistan.com\/blog\/ocr\/","title":{"rendered":"OCR (Optik Karakter Tan\u0131ma) Nedir?"},"content":{"rendered":"<p><b>Optik karakter tan\u0131ma<\/b> yani <b>optical character recognition (OCR)<\/b>, bir bilgisayar\u0131n ka\u011f\u0131da veya di\u011fer fiziksel ortamlara yaz\u0131lan veya yazd\u0131r\u0131lan metinleri tan\u0131mas\u0131na ve yorumlamas\u0131na olanak tan\u0131yan bir teknolojidir. OCR yaz\u0131l\u0131m\u0131, bir metin g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc taramak ve onu bir bilgisayarda d\u00fczenlenebilen ve makine taraf\u0131ndan okunabilen bir metne d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131n\u0131 kullan\u0131r.<\/p>\n<p>OCR&#8217;nin finans, e\u011fitim, kamu ve sa\u011fl\u0131k gibi \u00e7e\u015fitli sekt\u00f6rlerde bir\u00e7ok kullan\u0131m\u0131 vard\u0131r. \u00d6rne\u011fin, fatura, makbuz veya \u00e7ek gibi belgeleri otomatik olarak i\u015flemek ve s\u0131n\u0131fland\u0131rmak i\u00e7in OCR teknolojisi kullan\u0131labilir. OCR ayn\u0131 zamanda tarihsel belgeleri dijitalle\u015ftirmek ve korumak ya da bas\u0131l\u0131 metni g\u00f6rme engelliler i\u00e7in eri\u015filebilir k\u0131lmak i\u00e7in de kullan\u0131labilir.<\/p>\n<p>OCR teknolojisi son y\u0131llarda \u00f6nemli \u00f6l\u00e7\u00fcde geli\u015fti\u011fi i\u00e7in modern OCR yaz\u0131l\u0131m\u0131 \u00e7ok \u00e7e\u015fitli yaz\u0131 tiplerini, stilleri ve dilleri do\u011fru bir \u015fekilde tan\u0131yabilir. Bununla birlikte, OCR her zaman m\u00fckemmel sonu\u00e7lar sa\u011flamaz ve \u00f6zellikle metnin bulan\u0131k, bozuk veya al\u0131\u015f\u0131lmad\u0131k bir yaz\u0131 tipiyle yaz\u0131ld\u0131\u011f\u0131 durumlarda hatalar yapabilir veya metni yanl\u0131\u015f yorumlayabilir.<\/p>\n<h2 id=\"optik-karakter-tanimanin-tarihi\">Optik Karakter Tan\u0131man\u0131n Tarihi<\/h2>\n<p>Optik karakter tan\u0131ma (OCR) kavram\u0131, bas\u0131l\u0131 metni otomatik olarak okuyabilen ve yorumlayabilen makineler geli\u015ftirmek i\u00e7in ilk giri\u015fimlerin yap\u0131ld\u0131\u011f\u0131 1900&#8217;lerin ba\u015f\u0131na kadar uzan\u0131r.<\/p>\n<p>1950&#8217;lerde ABD National Bureau of Standards\u2019daki ara\u015ft\u0131rmac\u0131lar, banka \u00e7eklerini otomatik olarak okuyup i\u015fleyebilen bir OCR sistemi \u00fczerinde \u00e7al\u0131\u015fmaya ba\u015flad\u0131 ve 1960&#8217;larda ilk ticari OCR sistemleri tan\u0131t\u0131ld\u0131.<\/p>\n<p>\u0130lk OCR sistemlerinin yetenekleri ve do\u011fruluklar\u0131 s\u0131n\u0131rl\u0131yd\u0131 ve sadece s\u0131n\u0131rl\u0131 say\u0131da yaz\u0131 tipi ve stili tan\u0131yabiliyorlard\u0131. 1980 ve 1990&#8217;larda bilgisayar bilimi ve makine \u00f6\u011frenimindeki geli\u015fmeler, daha geni\u015f bir yaz\u0131 tipi ve stil yelpazesini tan\u0131yabilen ve daha y\u00fcksek do\u011fruluk seviyeleri elde edebilen daha karma\u015f\u0131k OCR algoritmalar\u0131n\u0131n geli\u015ftirilmesini sa\u011flad\u0131.<\/p>\n<p>Bug\u00fcn, OCR teknolojisi \u00e7ok \u00e7e\u015fitli uygulamalarda kullan\u0131l\u0131r ve g\u00fcvenilir bir teknoloji olarak kabul edilir. <b>Modern OCR sistemleri<\/b>, \u00e7ok \u00e7e\u015fitli yaz\u0131 tiplerini ve dilleri do\u011fru bir \u015fekilde tan\u0131yabilir ve \u00e7e\u015fitli uygulama ve sistemlere entegre edilebilir.<\/p>\n<p><span style=\"font-weight: 400;\">Bulutistan hizmetlerinin detaylar\u0131na ula\u015fmak i\u00e7in<\/span><a href=\"https:\/\/bulutistan.com\/cloud\/\"> <span style=\"font-weight: 400;\">t\u0131klay\u0131n\u0131z<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2 id=\"optik-karakter-tanima-ocr-nasil-calisir\">Optik Karakter Tan\u0131ma (OCR) Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n<p>OCR&#8217;nin \u00e7al\u0131\u015fmas\u0131n\u0131 sa\u011flayan temel ad\u0131mlar a\u015fa\u011f\u0131daki gibidir:<\/p>\n<ul>\n<li>OCR yaz\u0131l\u0131m\u0131, istedi\u011finiz bir metnin g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc tarar. Bu ad\u0131m, metnin g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fc yakalamak i\u00e7in dijital bir kamera, taray\u0131c\u0131 veya ba\u015fka bir cihaz kullanmay\u0131 i\u00e7erir.<\/li>\n<li>OCR yaz\u0131l\u0131m\u0131, g\u00f6r\u00fcnt\u00fcn\u00fcn kalite ve netli\u011fini art\u0131rmak i\u00e7in \u00e7e\u015fitli filtre ve d\u00f6n\u00fc\u015f\u00fcmler uygulayarak g\u00f6r\u00fcnt\u00fcy\u00fc \u00f6nceden i\u015fler. Bu ad\u0131m, bozulmalar\u0131 d\u00fczeltmeyi veya g\u00f6r\u00fcnt\u00fcn\u00fcn kontrast\u0131n\u0131 veya parlakl\u0131\u011f\u0131n\u0131 ayarlamay\u0131 i\u00e7erebilir.<\/li>\n<li>OCR yaz\u0131l\u0131m\u0131, g\u00f6r\u00fcnt\u00fcy\u00fc ayr\u0131 karakterlere b\u00f6lmek ve her karakterin belirli yaz\u0131 tipini, stilini ve dilini belirlemek i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131 kullan\u0131r. Bu ad\u0131m, g\u00f6r\u00fcnt\u00fcdeki karakterleri bilinen karakterlerden olu\u015fan bir referans veri taban\u0131yla kar\u015f\u0131la\u015ft\u0131rmay\u0131 veya g\u00f6r\u00fcnt\u00fcdeki kal\u0131plar\u0131 tan\u0131mak i\u00e7in makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 kullanmay\u0131 i\u00e7erebilir.<\/li>\n<li>OCR yaz\u0131l\u0131m\u0131, tan\u0131nan karakterleri makine taraf\u0131ndan okunabilir metne d\u00f6n\u00fc\u015ft\u00fcr\u00fcr ve metni d\u00fcz metin dosyas\u0131 veya PDF belgesi gibi uygun bir bi\u00e7imde \u00e7\u0131kar\u0131r.<\/li>\n<\/ul>\n<h2 id=\"ocr-turleri\">OCR T\u00fcrleri<\/h2>\n<p>Farkl\u0131 ihtiya\u00e7 ve gereksinimleri kar\u015f\u0131lamak \u00fczere tasarlanm\u0131\u015f birka\u00e7 farkl\u0131 optik karakter tan\u0131ma (OCR) teknolojisi t\u00fcr\u00fc vard\u0131r. Baz\u0131 yayg\u0131n OCR t\u00fcrleri a\u015fa\u011f\u0131dakileri i\u00e7erir:<\/p>\n<h3 id=\"1-cevrimici-ocr-on-line-ocr\">1. \u00c7evrimi\u00e7i OCR (On-line OCR)<\/h3>\n<p>\u00c7evrimi\u00e7i OCR, ger\u00e7ek zamanl\u0131 metin tan\u0131ma i\u00e7in kullan\u0131\u015fl\u0131d\u0131r ve metin giri\u015finin do\u011frulu\u011funu art\u0131rmaya ve hata riskini azaltmaya yard\u0131mc\u0131 olabilir.<\/p>\n<h3 id=\"2-cevrimdisi-ocr-off-line-ocr\">2. \u00c7evrimd\u0131\u015f\u0131 OCR (Off-line OCR)<\/h3>\n<p>\u00c7evrimd\u0131\u015f\u0131 OCR, halihaz\u0131rda yazd\u0131r\u0131lm\u0131\u015f veya ka\u011f\u0131da ve di\u011fer fiziksel ortamlara yaz\u0131lm\u0131\u015f metni i\u015flemek i\u00e7in tasarlanm\u0131\u015f OCR teknolojisini ifade eder. \u00c7evrimd\u0131\u015f\u0131 OCR, ge\u00e7mi\u015f belgeleri say\u0131salla\u015ft\u0131rmak ve korumak veya dijital bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesi gereken b\u00fcy\u00fck hacimli metinleri i\u015flemek i\u00e7in kullan\u0131\u015fl\u0131d\u0131r.<\/p>\n<h3 id=\"3-el-yazisi-tanima-handwriting-recognition\">3. El yaz\u0131s\u0131 tan\u0131ma (Handwriting recognition)<\/h3>\n<p>El yaz\u0131s\u0131 tan\u0131ma, el yaz\u0131s\u0131 metni tan\u0131mak ve yorumlamak i\u00e7in tasarlanm\u0131\u015f bir t\u00fcr OCR teknolojisidir. El yaz\u0131s\u0131 tan\u0131ma, el yaz\u0131s\u0131 ile yaz\u0131lm\u0131\u015f belgeleri i\u015flemek veya el yaz\u0131s\u0131 notlar\u0131 makine taraf\u0131ndan okunabilir metne d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131labilir.<\/p>\n<h3 id=\"4-duzen-analizi-document-layout-analysis\">4. D\u00fczen analizi (Document layout analysis)<\/h3>\n<p>D\u00fczen analizi, bir sayfadaki metnin, resimlerin ve di\u011fer \u00f6\u011felerin konumu ve y\u00f6n\u00fc gibi bir belgenin yap\u0131s\u0131n\u0131 tan\u0131mak ve yorumlamak i\u00e7in tasarlanm\u0131\u015f bir t\u00fcr OCR teknolojisidir. D\u00fczen analizi, belgeleri otomatik olarak s\u0131n\u0131fland\u0131rmak ve d\u00fczenlemek veya bir belgeden belirli bilgileri \u00e7\u0131karmak i\u00e7in kullan\u0131labilir.<\/p>\n<p>Bunlar, mevcut olan bir\u00e7ok farkl\u0131 OCR teknolojisi t\u00fcr\u00fcne sadece birka\u00e7 \u00f6rnektir. Kullan\u0131lan \u00f6zel OCR t\u00fcr\u00fc, belirli bir durumun ihtiya\u00e7 ve gereksinimlerine ba\u011fl\u0131 olarak de\u011fi\u015fecektir.<\/p>\n<h2 id=\"ocr-neden-kullanmalidir\">OCR Neden Kullanmal\u0131d\u0131r?<\/h2>\n<p>Optik karakter tan\u0131ma (OCR) teknolojisi, bir bilgisayar\u0131n ka\u011f\u0131da veya di\u011fer fiziksel ortamlara yaz\u0131lan veya yazd\u0131r\u0131lan metinleri tan\u0131mas\u0131na ve yorumlamas\u0131na olanak tan\u0131r. Bu sayede manuel olarak yaz\u0131lmas\u0131 veya kopyalanmas\u0131 gereken metni otomatik olarak tan\u0131yarak ve i\u015fleyerek zamandan ve emekten tasarruf etmeye yard\u0131mc\u0131 olabilir. OCR teknolojisi, metin tan\u0131man\u0131n do\u011frulu\u011funu ve verimlili\u011fini daha da art\u0131rmak i\u00e7in el yaz\u0131s\u0131 tan\u0131ma gibi \u00f6zel uygulamalarda da kullan\u0131labilir.<\/p>\n<p>\u00d6zetle OCR teknolojisi bir\u00e7ok avantaj sunar ve b\u00fcy\u00fck hacimli metin verilerini i\u015flemesi gereken i\u015fletmeler ve kurulu\u015flar i\u00e7in de\u011ferli bir ara\u00e7 olabilir.<\/p>\n<h2 id=\"optik-karakter-tanimanin-avantajlari-nelerdir\">Optik Karakter Tan\u0131man\u0131n Avantajlar\u0131 Nelerdir?<\/h2>\n<p>Optik karakter tan\u0131man\u0131n (OCR) a\u015fa\u011f\u0131dakiler de dahil olmak \u00fczere bir\u00e7ok avantaj\u0131 vard\u0131r:<\/p>\n<ul>\n<li>OCR, normalde manuel olarak yaz\u0131lmas\u0131 veya kopyalanmas\u0131 gereken metni otomatik olarak tan\u0131yarak ve i\u015fleyerek zamandan ve emekten tasarruf sa\u011flayabilir.<\/li>\n<li>OCR, manuel y\u00f6ntemlere k\u0131yasla metin tan\u0131man\u0131n do\u011frulu\u011funu art\u0131rabilir ve hata riskini azaltabilir.<\/li>\n<li>OCR, metni makine taraf\u0131ndan okunabilir forma d\u00f6n\u00fc\u015ft\u00fcrerek, bas\u0131l\u0131 metni g\u00f6rme engelli ki\u015filer i\u00e7in eri\u015filebilir hale getirebilir.<\/li>\n<li>OCR, belgelerdeki metni elektronik olarak saklanabilen ve eri\u015filebilen dijital bir formata d\u00f6n\u00fc\u015ft\u00fcrerek tarihsel belgeleri dijitalle\u015ftirebilir ve koruyabilir.<\/li>\n<li>OCR, \u00e7e\u015fitli uygulama ve sistemlere entegre edilebilir ve \u00e7ok \u00e7e\u015fitli g\u00f6rev ve s\u00fcre\u00e7leri otomatikle\u015ftirmek i\u00e7in kullan\u0131labilir.<\/li>\n<\/ul>\n<p>Genel olarak, OCR teknolojisi bir\u00e7ok avantaj sunar ve i\u015fletmelerin zamandan tasarruf etmelerine, do\u011frulu\u011fu art\u0131rmalar\u0131na ve operasyonlar\u0131n\u0131 otomatikle\u015ftirmelerine yard\u0131mc\u0131 olabilir.<\/p>\n<h2 id=\"ocr-kullanim-alanlari\">OCR Kullan\u0131m Alanlar\u0131<\/h2>\n<p>Optik karakter tan\u0131ma (OCR) teknolojisi, \u00e7e\u015fitli end\u00fcstrilerde bir\u00e7ok kullan\u0131m ve uygulamaya sahiptir. OCR i\u00e7in baz\u0131 yayg\u0131n kullan\u0131m alanlar\u0131 a\u015fa\u011f\u0131dakileri i\u00e7erir:<\/p>\n<h3 id=\"1-is-ve-finans\">1. \u0130\u015f ve finans<\/h3>\n<p>OCR teknolojisi, faturalar\u0131n, makbuzlar\u0131n, \u00e7eklerin ve di\u011fer finansal belgelerin otomatik olarak i\u015flenmesi ve s\u0131n\u0131fland\u0131r\u0131lmas\u0131 gibi uygulamalar i\u00e7in i\u015f ve finans sekt\u00f6rlerinde yayg\u0131n olarak kullan\u0131l\u0131r. OCR, bir i\u015flemin miktar\u0131 ve tarihi veya bir m\u00fc\u015fterinin ad\u0131 ve adresi gibi finansal belgelerden veri \u00e7\u0131karmak i\u00e7in de kullan\u0131labilir.<\/p>\n<h3 id=\"2-egitim\">2. E\u011fitim<\/h3>\n<p>OCR teknolojisi, e\u011fitim sekt\u00f6r\u00fcnde, tarihsel belgelerin say\u0131salla\u015ft\u0131r\u0131lmas\u0131 ve korunmas\u0131 veya bas\u0131l\u0131 metinlerin g\u00f6rme engelli \u00f6\u011frenciler taraf\u0131ndan eri\u015filebilir hale getirilmesi gibi uygulamalarda s\u0131kl\u0131kla kullan\u0131l\u0131r. OCR, \u00f6\u011frencinin cevaplar\u0131n\u0131 bir referans cevap anahtar\u0131yla kar\u015f\u0131la\u015ft\u0131rarak s\u0131navlara veya di\u011fer \u00f6devlere otomatik olarak not vermek i\u00e7in de kullan\u0131labilir.<\/p>\n<h3 id=\"3-kamu\">3. Kamu<\/h3>\n<p>OCR teknolojisi, devlet kurumlar\u0131 taraf\u0131ndan tarihsel kay\u0131tlar\u0131 say\u0131salla\u015ft\u0131rma ve koruma veya b\u00fcy\u00fck hacimli verileri i\u015fleme ve analiz etme gibi uygulamalar i\u00e7in yayg\u0131n olarak kullan\u0131l\u0131r. OCR, pasaportlar, vizeler veya di\u011fer kimlik t\u00fcrleri gibi belgeleri otomatik olarak i\u015flemek ve s\u0131n\u0131fland\u0131rmak i\u00e7in de kullan\u0131labilir.<\/p>\n<h3 id=\"4-saglik\">4. Sa\u011fl\u0131k<\/h3>\n<p>OCR teknolojisi, sa\u011fl\u0131k sekt\u00f6r\u00fcnde, t\u0131bbi kay\u0131tlar\u0131n say\u0131salla\u015ft\u0131r\u0131lmas\u0131 ve d\u00fczenlenmesi veya t\u0131bbi raporlardan veya belgelerden otomatik olarak veri \u00e7\u0131kar\u0131lmas\u0131 gibi uygulamalar i\u00e7in kullan\u0131l\u0131r. OCR, t\u0131bbi faturalama ve sigorta taleplerinin i\u015flenmesinin otomasyonunu desteklemek i\u00e7in de kullan\u0131labilir.<\/p>\n<h3 id=\"5-perakende-ve-e-ticaret\">5. Perakende ve e-ticaret<\/h3>\n<p>OCR teknolojisi, perakende ve e-ticaret sekt\u00f6rlerinde m\u00fc\u015fteri sipari\u015flerinin otomatik olarak i\u015flenmesi ve do\u011frulanmas\u0131 veya \u00fcr\u00fcn etiketlerinden veya ambalaj\u0131ndan veri \u00e7\u0131kar\u0131lmas\u0131 gibi uygulamalarda kullan\u0131l\u0131r. OCR, bas\u0131l\u0131 kuponlar\u0131 veya indirim kodlar\u0131n\u0131 otomatik olarak tan\u0131mak ve i\u015flemek veya envanter y\u00f6netiminin otomasyonunu desteklemek i\u00e7in de kullan\u0131labilir.<\/p>\n<p>Bunlar, OCR teknolojisinin bir\u00e7ok farkl\u0131 kullan\u0131m alan\u0131ndan sadece birka\u00e7\u0131d\u0131r. OCR, belirli bir durumun \u00f6zel ihtiya\u00e7lar\u0131na ve gerekliliklerine ba\u011fl\u0131 olarak di\u011fer bir\u00e7ok end\u00fcstride de kullan\u0131labilir.<\/p>\n<h2 id=\"ocr-uygulamalari-yazilimi\">OCR Uygulamalar\u0131\/Yaz\u0131l\u0131m\u0131<\/h2>\n<p>Ka\u011f\u0131t veya di\u011fer fiziksel ortam \u00fczerindeki metinleri tan\u0131mak ve yorumlamak i\u00e7in kullan\u0131labilecek bir\u00e7ok farkl\u0131 OCR uygulamas\u0131 ve yaz\u0131l\u0131m \u00fcr\u00fcn\u00fc mevcuttur. Baz\u0131 pop\u00fcler OCR uygulamalar\u0131 ve yaz\u0131l\u0131mlar\u0131 a\u015fa\u011f\u0131dakileri i\u00e7erir:<\/p>\n<h3 id=\"1-adobe-acrobat\">1. Adobe Acrobat<\/h3>\n<p>Adobe Acrobat, PDF belgelerindeki metni tan\u0131mak ve d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131labilen pop\u00fcler bir OCR yaz\u0131l\u0131m \u00fcr\u00fcn\u00fcd\u00fcr. Adobe Acrobat, ka\u011f\u0131t belgeleri taramak ve bunlar\u0131 aranabilir ve d\u00fczenlenebilir PDF&#8217;lere d\u00f6n\u00fc\u015ft\u00fcrmek veya taranan PDF&#8217;leri ba\u015fka yaz\u0131l\u0131mlarda d\u00fczenlenebilen metin dosyalar\u0131na\u00a0d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in kullan\u0131labilir.<\/p>\n<h3 id=\"2-abbyy-finereader\">2. ABBYY FineReader<\/h3>\n<p>ABBYY FineReader, profesyonel kullan\u0131c\u0131lar i\u00e7in tasarlanm\u0131\u015f bir OCR yaz\u0131l\u0131m \u00fcr\u00fcn\u00fcd\u00fcr ve taranan belgelerdeki metinleri tan\u0131mak ve d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in geli\u015fmi\u015f \u00f6zellikler sunar. ABBYY FineReader, \u00e7ok \u00e7e\u015fitli dillerdeki metinleri tan\u0131mak i\u00e7in kullan\u0131labilir ve ayr\u0131ca foto\u011fraflar veya ekran g\u00f6r\u00fcnt\u00fcleri gibi resimlerdeki metinleri tan\u0131mak ve yorumlamak i\u00e7in de kullan\u0131labilir.<\/p>\n<h3 id=\"3-tesseract\">3. Tesseract<\/h3>\n<p>Tesseract, \u00e7e\u015fitli OCR uygulamalar\u0131nda yayg\u0131n olarak kullan\u0131lan a\u00e7\u0131k kaynakl\u0131 bir OCR motorudur. Tesseract, Google taraf\u0131ndan geli\u015ftirilmi\u015ftir ve a\u00e7\u0131k kaynak lisans\u0131 alt\u0131nda \u00fccretsiz olarak kullan\u0131labilir. Tesseract, \u00f6zel OCR uygulamalar\u0131na entegre edilebilir ve \u00e7ok \u00e7e\u015fitli diller ve yaz\u0131 tipleri i\u00e7in destek sunar.<\/p>\n<h3 id=\"4-readiris\">4. Readiris<\/h3>\n<p>Readiris, ki\u015fisel ve k\u00fc\u00e7\u00fck i\u015fletme kullan\u0131c\u0131lar\u0131 i\u00e7in tasarlanm\u0131\u015f bir OCR yaz\u0131l\u0131m \u00fcr\u00fcn\u00fcd\u00fcr ve metinleri tan\u0131mak ve d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in bir dizi \u00f6zellik sunar.<\/p>\n<p><span style=\"font-weight: 400;\">Bulutistan hizmetlerinin detaylar\u0131na ula\u015fmak i\u00e7in<\/span><a href=\"https:\/\/bulutistan.com\/cloud\/\"> <span style=\"font-weight: 400;\">t\u0131klay\u0131n\u0131z<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2 id=\"ocr-ve-ai-yapay-zeka\">OCR ve AI (Yapay Zeka)<\/h2>\n<p><b>Optik karakter tan\u0131ma (OCR) ve yapay zeka (AI)<\/b>, metin tan\u0131man\u0131n do\u011frulu\u011funu ve verimlili\u011fini art\u0131rmak i\u00e7in s\u0131kl\u0131kla birlikte kullan\u0131lan ilgili teknolojilerdir. OCR teknolojisi, ka\u011f\u0131da veya di\u011fer fiziksel ortamlara yaz\u0131lan veya yazd\u0131r\u0131lan metinleri tan\u0131mak ve yorumlamak i\u00e7in g\u00f6r\u00fcnt\u00fc i\u015fleme algoritmalar\u0131n\u0131 kullan\u0131r. AI ise \u00f6\u011frenme, ak\u0131l y\u00fcr\u00fctme ve karar verme yetene\u011fi gibi insan zekas\u0131n\u0131 sim\u00fcle edebilen bilgisayar sistemlerinin geli\u015ftirilmesini ifade eder.<\/p>\n<p>OCR teknolojisi, metin tan\u0131man\u0131n do\u011frulu\u011funu ve esnekli\u011fini art\u0131rmak i\u00e7in makine \u00f6\u011frenimi gibi yapay zeka algoritmalar\u0131n\u0131n kullan\u0131lmas\u0131yla geli\u015ftirilebilir. \u00d6rne\u011fin, AI algoritmalar\u0131, farkl\u0131 yaz\u0131 tip ve stillerin \u00f6zelliklerini \u00f6\u011frenmek ve metnin g\u00f6r\u00fcn\u00fcm\u00fcndeki varyasyonlara uyum sa\u011flamak i\u00e7in kullan\u0131labilir. AI algoritmalar\u0131, OCR yaz\u0131l\u0131m\u0131 taraf\u0131ndan yap\u0131lan hatalar\u0131 otomatik olarak d\u00fczeltmek ve metin tan\u0131man\u0131n genel do\u011frulu\u011funu iyile\u015ftirmek i\u00e7in de kullan\u0131labilir.<\/p>\n<p>\u00d6zetle, OCR ile yapay zekan\u0131n birle\u015fimi bir\u00e7ok avantaj sa\u011flayabilir ve i\u015fletmelerin zamandan ve emekten tasarruf etmesine ve metin tan\u0131ma s\u00fcre\u00e7lerinin do\u011frulu\u011funu ve g\u00fcvenilirli\u011fini art\u0131rmas\u0131na yard\u0131mc\u0131 olabilir.<\/p>\n","protected":false},"excerpt":{"rendered":"Optik karakter tan\u0131ma yani optical character recognition (OCR), bir bilgisayar\u0131n ka\u011f\u0131da veya di\u011fer fiziksel ortamlara yaz\u0131lan veya yazd\u0131r\u0131lan&hellip;\n","protected":false},"author":1,"featured_media":3855,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_singular_sidebar":"","csco_page_header_type":"","csco_appearance_grid":"","csco_page_load_nextpost":"","csco_post_video_location":[],"csco_post_video_location_hash":"","csco_post_video_url":"","csco_post_video_bg_start_time":0,"csco_post_video_bg_end_time":0},"categories":[4,3,17],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>OCR (Optik Karakter Tan\u0131ma) Nedir? 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