{"id":1269,"date":"2021-12-24T14:48:22","date_gmt":"2021-12-24T11:48:22","guid":{"rendered":"https:\/\/bilisimyildizlari.org.tr\/2021\/?page_id=1269"},"modified":"2021-12-24T14:48:23","modified_gmt":"2021-12-24T11:48:23","slug":"yapay-zeka-ile-isaret-dilini-farkli-dillerde-metne-ceviren-mobil-uygulama","status":"publish","type":"page","link":"https:\/\/bilisimyildizlari.org.tr\/2021\/yapay-zeka-ile-isaret-dilini-farkli-dillerde-metne-ceviren-mobil-uygulama","title":{"rendered":"Yapay Zeka ile \u0130\u015faret Dilini Farkl\u0131 Dillerde Metne \u00c7eviren Mobil Uygulama"},"content":{"rendered":"\n<p><strong>KURUM:<\/strong> At\u0131l\u0131m \u00dcniversitesi<\/p>\n\n\n\n<p><strong>BA\u015eVURU SAH\u0130PLER\u0130:<\/strong> Ecem Balkaya, Seden G\u00fclay Oral, Eyl\u00fcl U\u00e7an ve Gizem Turan<\/p>\n\n\n\n<p><strong>URL:<\/strong> <a href=\"https:\/\/www.youtube.com\/watch?v=8oYItclPloU\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.youtube.com\/watch?v=8oYItclPloU<\/a><\/p>\n\n\n\n<p><strong>\u00d6ZET: <\/strong>Bu \u00e7al\u0131\u015fma, video s\u0131n\u0131fland\u0131rmas\u0131nda MediaPipe kitapl\u0131\u011f\u0131 kullan\u0131larak model olu\u015fturulmas\u0131 \u00fczerinde ara\u015ft\u0131rma yapmaktad\u0131r. \u00c7al\u0131\u015fman\u0131n temel amac\u0131, i\u015fitme engelli bireylerin sadece i\u015faret dili bilenlerle de\u011fil, herkesle ileti\u015fim kurmas\u0131n\u0131 kolayla\u015ft\u0131rmakt\u0131r. Bunu yaparken sadece T\u00fcrkiye\u2019de de\u011fil i\u015fitme engelli bireylerin yurt d\u0131\u015f\u0131nda da kar\u015f\u0131la\u015ft\u0131klar\u0131 sorunlar g\u00f6z \u00f6n\u00fcnde bulundurularak \u0130ngilizce dil se\u00e7ene\u011fi ile de model olu\u015fturma ve e\u011fitim a\u015famalar\u0131 ger\u00e7ekle\u015ftirildi. \u00c7al\u0131\u015fmaya eklenen ger\u00e7ek zamanl\u0131 \u00e7eviri \u00f6zelli\u011fi ile bireylerin anl\u0131k ileti\u015fim kurmas\u0131 sa\u011flanm\u0131\u015ft\u0131r. Bu sayede i\u015fitme engelli bireylerin ya\u015fad\u0131\u011f\u0131 ileti\u015fim sorunlar\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde azalabilecektir.<\/p>\n\n\n\n<p>\u00c7al\u0131\u015fmada mevcut veri setlerinin yetersiz olmas\u0131 nedeniyle videolar ile veri setleri olu\u015fturulmas\u0131na ve en \u00e7ok tercih edilen programlama dili olan Python kullan\u0131lmas\u0131na karar verilmi\u015ftir. \u0130lk olarak VGG16, OpenCV, Matplotlib, Pandas, Sequential, Numpy, Scikit-Learn, Keras ve Os k\u00fct\u00fcphaneleri kullan\u0131larak model olu\u015fturma ve e\u011fitim a\u015famalar\u0131 ger\u00e7ekle\u015ftirilmi\u015ftir. VGG16 kullan\u0131larak olu\u015fturulan modelde ba\u015far\u0131 oran\u0131n\u0131n d\u00fc\u015f\u00fck gelmesinden dolay\u0131 MediaPipe K\u00fct\u00fcphanesi kullan\u0131lmas\u0131na karar verilmi\u015ftir. Modelin olu\u015fum ve e\u011fitim a\u015famalar\u0131nda MediaPipe, OpenCV, Matplotlib, Numpy, Scikit-Learn, Pandas ve Os k\u00fct\u00fcphaneleri kullan\u0131ld\u0131. Y\u00fcksek ba\u015far\u0131 oran\u0131n\u0131n olu\u015fmas\u0131ndan dolay\u0131 T\u00fcrk\u00e7e olu\u015fturulan modelin MediaPipe K\u00fct\u00fcphanesi kullan\u0131larak \u0130ngilizce olarak da olu\u015fturulmas\u0131na karar verilmi\u015ftir. Bu sayede ger\u00e7ek zamanl\u0131 T\u00fcrk i\u015faret dili tespiti iki dilde de ger\u00e7ekle\u015ftirilmi\u015ftir. Uygulama, farkl\u0131 diller ile kolayl\u0131kla entegre olabilir ve i\u015fitme engelli bireylerin farkl\u0131 \u00fclkelerde kar\u015f\u0131la\u015ft\u0131\u011f\u0131 ileti\u015fim problemi azalt\u0131labilir.<\/p>\n\n\n\n<p>Uygulama \u015fimdilik sadece Android i\u015fletim sistemine sahip cihazlarda \u00e7al\u0131\u015fabilmektedir. Ama ayn\u0131 zamanda proje iOS, masa\u00fcst\u00fc veya web tabanl\u0131 uygulamalara uyarlanabilecek d\u00fczeyde geli\u015ftirilmi\u015ftir.<\/p>\n\n\n\n<p><strong>AMA\u00c7:<\/strong> Projenin genel amac\u0131, T\u00fcrk i\u015faret dilini kullanan i\u015fitme engelli bireylerin g\u00fcnl\u00fck sosyal ya\u015fant\u0131lar\u0131n\u0131n uluslararas\u0131 \u00f6l\u00e7ekte g\u00fc\u00e7lendirilmesidir. Projenin \u00f6zel amac\u0131, i\u015fitme engelli bireylerin T\u00fcrk i\u015faret dili hareketlerini e\u015f zamanl\u0131 olarak kamera sistemi ile alg\u0131layarak hareketlerin anlamlar\u0131n\u0131n T\u00fcrk\u00e7e ve yabanc\u0131 dillerde metin olarak g\u00f6sterilmesidir. Bu sayede i\u015fitme engelli bireylerin hem \u00fclkemizde hem de di\u011fer \u00fclkelerde zorluk \u00e7ekmeden ve kar\u015f\u0131s\u0131ndaki ki\u015finin i\u015faret dili bilip bilmedi\u011fini d\u00fc\u015f\u00fcnmeden ileti\u015fim kurmas\u0131n\u0131 sa\u011flamak ama\u00e7lanmaktad\u0131r. Projenin hedefi, ge\u00e7mi\u015fte \u00fclkemizde yap\u0131lm\u0131\u015f olan masa\u00fcst\u00fc uygulamalar\u0131 g\u00fcnl\u00fck hayatta kullan\u0131m kolayl\u0131\u011f\u0131 sa\u011flamad\u0131\u011f\u0131 i\u00e7in mobil uygulama geli\u015ftirerek T\u00fcrk i\u015faret dili bilen i\u015fitme engelli bireylerin e\u015f zamanl\u0131 olarak ileti\u015fim problemlerini en aza indirgemektir. Mobil uygulama T\u00fcrk i\u015faret dili ile yap\u0131lan hareketlerin T\u00fcrk\u00e7e ve \u0130ngilizce dillerinde metne \u00e7evrilmesini sa\u011flayacakt\u0131r. Yurt i\u00e7inde ortaya \u00e7\u0131kabilen ileti\u015fim problemlerinin yurt d\u0131\u015f\u0131nda daha fazla sorun yaratmas\u0131 sebebiyle ilerleyen zamanlarda mobil uygulaman\u0131n kapsam\u0131 daha da geni\u015fletilerek uygulamaya eklenen farkl\u0131 dil \u00f6zellikleriyle i\u015fitme engelli bireylerin yurt d\u0131\u015f\u0131nda da kendilerini ifade edebilmelerinin kolayla\u015ft\u0131r\u0131lmas\u0131 sa\u011flanacakt\u0131r.<\/p>\n\n\n\n<p><strong>KAPSAM: <\/strong>Projede, mobil i\u015fletim sistemi olarak Android i\u015fletim sisteminin kullan\u0131lmas\u0131 belirlenmi\u015ftir. Bunun sebebi, Android i\u015fletim sisteminin kullan\u0131m\u0131n\u0131n di\u011fer i\u015fletim sistemlerine oranla daha yayg\u0131n olmas\u0131d\u0131r. 2020 y\u0131l\u0131n\u0131n Eyl\u00fcl ay\u0131nda Cumhuriyet gazetesinin web sitesinde yay\u0131nlanan bir habere g\u00f6re, Google\u2019a ait Android i\u015fletim sisteminin y\u00fczde 87 ve Apple\u2019a ait IOS i\u015fletim sisteminin y\u00fczde 13 kullan\u0131m oran\u0131na sahip oldu\u011fu a\u00e7\u0131kland\u0131. Bu oranlara g\u00f6re Android tabanl\u0131 olarak olu\u015fturulacak uygulaman\u0131n daha \u00e7ok insana ula\u015fabilece\u011fi \u00f6ng\u00f6r\u00fclm\u00fc\u015ft\u00fcr.<\/p>\n\n\n\n<p>Projenin hedef kitlesi \u00f6ncelikli olarak T\u00fcrk i\u015faret dili ile ileti\u015fim kuran bireyler ve bu bireylerle ileti\u015fim kuran di\u011fer bireylerdir. Bu ba\u011flamda geli\u015ftirilen mobil uygulama, T\u00fcrk i\u015faret dili bilen bir bireyin Android tabanl\u0131 bir cihaza ula\u015fabildi\u011fi her yerde kullan\u0131labilir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>KURUM: At\u0131l\u0131m \u00dcniversitesi BA\u015eVURU SAH\u0130PLER\u0130: Ecem Balkaya, Seden G\u00fclay Oral, Eyl\u00fcl U\u00e7an ve Gizem Turan URL: https:\/\/www.youtube.com\/watch?v=8oYItclPloU \u00d6ZET: Bu \u00e7al\u0131\u015fma, video s\u0131n\u0131fland\u0131rmas\u0131nda MediaPipe kitapl\u0131\u011f\u0131 kullan\u0131larak model olu\u015fturulmas\u0131 \u00fczerinde ara\u015ft\u0131rma yapmaktad\u0131r. \u00c7al\u0131\u015fman\u0131n temel amac\u0131, i\u015fitme engelli bireylerin sadece i\u015faret dili bilenlerle de\u011fil, herkesle ileti\u015fim kurmas\u0131n\u0131 kolayla\u015ft\u0131rmakt\u0131r. Bunu yaparken sadece T\u00fcrkiye\u2019de de\u011fil i\u015fitme engelli bireylerin yurt d\u0131\u015f\u0131nda &hellip; <\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1269","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Yapay Zeka ile \u0130\u015faret Dilini Farkl\u0131 Dillerde Metne \u00c7eviren Mobil Uygulama - Bili\u015fim Y\u0131ld\u0131zlar\u0131 2021<\/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:\/\/bilisimyildizlari.org.tr\/2021\/yapay-zeka-ile-isaret-dilini-farkli-dillerde-metne-ceviren-mobil-uygulama\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka ile \u0130\u015faret Dilini Farkl\u0131 Dillerde Metne \u00c7eviren Mobil Uygulama - Bili\u015fim Y\u0131ld\u0131zlar\u0131 2021\" \/>\n<meta property=\"og:description\" content=\"KURUM: At\u0131l\u0131m \u00dcniversitesi BA\u015eVURU SAH\u0130PLER\u0130: Ecem Balkaya, Seden G\u00fclay Oral, Eyl\u00fcl U\u00e7an ve Gizem Turan URL: https:\/\/www.youtube.com\/watch?v=8oYItclPloU \u00d6ZET: Bu \u00e7al\u0131\u015fma, video s\u0131n\u0131fland\u0131rmas\u0131nda MediaPipe kitapl\u0131\u011f\u0131 kullan\u0131larak model olu\u015fturulmas\u0131 \u00fczerinde ara\u015ft\u0131rma yapmaktad\u0131r. \u00c7al\u0131\u015fman\u0131n temel amac\u0131, i\u015fitme engelli bireylerin sadece i\u015faret dili bilenlerle de\u011fil, herkesle ileti\u015fim kurmas\u0131n\u0131 kolayla\u015ft\u0131rmakt\u0131r. 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