{"id":12801,"date":"2025-02-18T06:45:11","date_gmt":"2025-02-18T03:45:11","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/"},"modified":"2025-02-18T06:45:11","modified_gmt":"2025-02-18T03:45:11","slug":"rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/","title":{"rendered":"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma"},"content":{"rendered":"<p>RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma<\/p>\n<p>Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z.  Bu i\u015flem, hem RK3568&#8217;in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r.  \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.<\/p>\n<h2>Gerekli Yaz\u0131l\u0131m ve Donan\u0131m<\/h2>\n<p>Ba\u015flamadan \u00f6nce, a\u015fa\u011f\u0131daki bile\u015fenlere ihtiyac\u0131n\u0131z olacak:<\/p>\n<ul>\n<li>Bir RK3568 geli\u015ftirme kiti (\u00f6rne\u011fin, Raspberry Pi gibi bir SBC)<\/li>\n<li>Ubuntu veya Debian tabanl\u0131 bir Linux i\u015fletim sistemi (\u00f6nerilir)<\/li>\n<li>Rockchip&#8217;in RKNN SDK&#8217;s\u0131 <a href=\"https:\/\/github.com\/rockchip-linux\/rknn-toolkit\" target=\"_blank\" rel=\"noopener noreferrer\">buradan<\/a> indirilebilir.<\/li>\n<li>CMake derleme arac\u0131<\/li>\n<li>Bir C\/C++ derleyicisi (g++)<\/li>\n<li>YOLOv5 modeli (\u00f6nceden e\u011fitilmi\u015f veya kendi e\u011fitilmi\u015f modeliniz)<\/li>\n<\/ul>\n<h2>RKNN SDK&#8217;s\u0131n\u0131n Kurulumu<\/h2>\n<p>\u0130lk ad\u0131m, RKNN SDK&#8217;s\u0131n\u0131 indirmek ve sisteminize kurmakt\u0131r.  \u0130ndirdi\u011finiz ar\u015fiv dosyas\u0131n\u0131 a\u00e7\u0131n ve  <code>.\/install.sh<\/code> komutuyla kurulumu ba\u015flat\u0131n.  Kurulum s\u0131ras\u0131nda olas\u0131 ba\u011f\u0131ml\u0131l\u0131klar otomatik olarak kurulacakt\u0131r.  Ancak, sorun ya\u015farsan\u0131z, eksik ba\u011f\u0131ml\u0131l\u0131klar\u0131 manuel olarak kurman\u0131z gerekebilir.  Bu ad\u0131m, i\u015fletim sisteminize ve kurulum yolunuza ba\u011fl\u0131 olarak de\u011fi\u015febilir.  Kurulum tamamland\u0131ktan sonra, SDK&#8217;n\u0131n do\u011fru \u015fekilde kuruldu\u011fundan emin olmak i\u00e7in, kurulu dosyalar\u0131n yolunu kontrol edin.<\/p>\n<h2>RKNN YOLOv5 Demo Projesinin Haz\u0131rlanmas\u0131<\/h2>\n<p>RKNN YOLOv5 demo projesini  <a href=\"https:\/\/github.com\/rockchip-linux\/rknn-toolkit\/tree\/master\/examples\/yolov5\" target=\"_blank\" rel=\"noopener noreferrer\">buradan<\/a> indirebilirsiniz.  Proje,  YOLOv5 modelini RKNN SDK&#8217;s\u0131 ile entegre etmek i\u00e7in gerekli dosyalar\u0131 i\u00e7erir. \u0130ndirdi\u011finiz projenin i\u00e7indeki <code>README.md<\/code> dosyas\u0131n\u0131 dikkatlice inceleyin.  Bu dosya,  derleme ve \u00e7al\u0131\u015ft\u0131rma ad\u0131mlar\u0131 hakk\u0131nda detayl\u0131 bilgi verecektir.  Gerekli de\u011fi\u015fiklikleri yap\u0131n ve derleme i\u015flemine ge\u00e7ebilirsiniz.<\/p>\n<h2>Derleme ve \u00c7al\u0131\u015ft\u0131rma<\/h2>\n<p>Proje dizinine girdikten sonra,  CMake kullanarak projenizi derleyebilirsiniz.  Bu i\u015flem,  sisteminizin yap\u0131land\u0131rmas\u0131na ba\u011fl\u0131 olarak biraz zaman alabilir.  Derleme i\u015flemi ba\u015far\u0131l\u0131 bir \u015fekilde tamamland\u0131ktan sonra,  \u00e7\u0131kt\u0131 dizininde  <code>rknn_yolov5_demo<\/code>  adl\u0131 bir y\u00fcr\u00fct\u00fclebilir dosya bulacaks\u0131n\u0131z.  Bu dosyay\u0131 \u00e7al\u0131\u015ft\u0131rmak i\u00e7in, gerekli parametreleri girmeniz gerekecektir. \u00d6rne\u011fin,  model dosyas\u0131n\u0131n yolu ve giri\u015f g\u00f6r\u00fcnt\u00fcs\u00fcn\u00fcn yolu gibi.  Bu parametreler,  projenin <code>README.md<\/code> dosyas\u0131nda detayl\u0131 bir \u015fekilde a\u00e7\u0131klanm\u0131\u015ft\u0131r. \u00c7al\u0131\u015ft\u0131rma komutu genellikle \u015fu \u015fekilde olacakt\u0131r:<\/p>\n<pre><code class=\"language-bash\">.\/rknn_yolov5_demo  --model_path  [model_yolu] --image_path [resim_yolu]<\/code><\/pre>\n<p>Bu komutu \u00e7al\u0131\u015ft\u0131rd\u0131ktan sonra, sonu\u00e7lar konsolda g\u00f6r\u00fcnt\u00fclenmelidir.  Sonu\u00e7lar\u0131 analiz ederek, NPU&#8217;nun performans\u0131n\u0131 de\u011ferlendirebilirsiniz.  Performans \u00f6l\u00e7\u00fcmleri,  \u00e7al\u0131\u015fma s\u00fcresi ve do\u011fruluk gibi metrikleri i\u00e7ermelidir.  E\u011fer sorun ya\u015farsan\u0131z,  proje dizinindeki  <code>log<\/code> dosyas\u0131n\u0131 inceleyin. Bu dosya,  derleme ve \u00e7al\u0131\u015fma s\u0131ras\u0131nda olu\u015fan hatalar\u0131 i\u00e7erecektir.<\/p>\n<h2>Sonu\u00e7 ve \u0130leri Ad\u0131mlar<\/h2>\n<p>Bu makalede, RK3568 \u00fczerinde RKNN YOLOv5 demo projesini kullanarak NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 a\u00e7\u0131klad\u0131k. Bu ad\u0131mlar\u0131 takip ederek,  kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizi  RK3568&#8217;in NPU&#8217;su \u00fczerinde test edebilir ve performans\u0131n\u0131 inceleyebilirsiniz.  Daha fazla bilgi i\u00e7in,  RKNN SDK&#8217;s\u0131n\u0131n dok\u00fcmanlar\u0131n\u0131 inceleyin.  Kendi projelerinizi geli\u015ftirirken,  sorunlarla kar\u015f\u0131la\u015ft\u0131\u011f\u0131n\u0131zda,  Rockchip&#8217;in forumlar\u0131n\u0131 veya topluluk kaynaklar\u0131n\u0131 kullanabilirsiniz.  Umar\u0131m bu makale size yard\u0131mc\u0131 olmu\u015ftur.<\/p>\n<p>Daha fazla g\u00f6m\u00fcl\u00fc sistem geli\u015ftirme ve yapay zeka projesi hakk\u0131nda bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\" target=\"_blank\" rel=\"noopener noreferrer\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<p>#Etiketler: RK3568, RKNN, YOLOv5, NPU, Derleme, \u00c7al\u0131\u015ft\u0131rma, Rockchip, Yapay Zeka, G\u00f6m\u00fcl\u00fc Sistemler, Derin \u00d6\u011frenme<\/p>\n","protected":false},"excerpt":{"rendered":"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-12801","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>RK3568&#039;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma<\/title>\n<meta name=\"description\" content=\"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568&#039;in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"RK3568&#039;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma\" \/>\n<meta property=\"og:description\" content=\"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568&#039;in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-18T03:45:11+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma\",\"datePublished\":\"2025-02-18T03:45:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\"},\"wordCount\":643,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\",\"name\":\"RK3568'de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-02-18T03:45:11+00:00\",\"description\":\"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568'in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"RK3568'de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma","description":"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568'in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.","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:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/","og_locale":"tr_TR","og_type":"article","og_title":"RK3568'de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma","og_description":"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568'in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.","og_url":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-02-18T03:45:11+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma","datePublished":"2025-02-18T03:45:11+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/"},"wordCount":643,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/","url":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/","name":"RK3568'de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-02-18T03:45:11+00:00","description":"Rockchip RK3568 i\u015flemcisi \u00fczerinde yapay zeka uygulamalar\u0131 geli\u015ftirmek, \u00f6zellikle Neural Processing Unit (NPU) kullan\u0131m\u0131yla performans\u0131 optimize etmek isteyenler i\u00e7in olduk\u00e7a \u00f6nemlidir. Bu makalede, RKNN YOLOv5 demo projesini temel alarak, NPU test programlar\u0131n\u0131n nas\u0131l derlenip \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayaca\u011f\u0131z. Bu i\u015flem, hem RK3568'in NPU yeteneklerini test etmek hem de kendi \u00f6zelle\u015ftirilmi\u015f YOLOv5 modellerinizle \u00e7al\u0131\u015fmak i\u00e7in faydal\u0131 olacakt\u0131r. \u00d6ncelikle, gerekli yaz\u0131l\u0131m ve donan\u0131m bile\u015fenlerine g\u00f6z atal\u0131m.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/rk3568de-rknn-yolov5-demo-tabanli-npu-test-programlarini-derleme-ve-calistirma\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"RK3568&#8217;de RKNN YOLOv5 Demo Tabanl\u0131 NPU Test Programlar\u0131n\u0131 Derleme ve \u00c7al\u0131\u015ft\u0131rma"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/12801","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=12801"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/12801\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=12801"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=12801"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=12801"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}