{"id":10289,"date":"2026-05-19T17:25:29","date_gmt":"2026-05-19T09:25:29","guid":{"rendered":"https:\/\/ieeker.com\/?p=10289"},"modified":"2026-05-19T17:31:29","modified_gmt":"2026-05-19T09:31:29","slug":"rk3588-machine-vision-defect-detection","status":"publish","type":"post","link":"https:\/\/ieeker.com\/tr\/rk3588-machine-vision-defect-detection\/","title":{"rendered":"Makine G\u00f6r\u00fcs\u00fc ve End\u00fcstriyel Hata Tespiti i\u00e7in RK3588: Eksiksiz Bir M\u00fchendislik Rehberi"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"10289\" class=\"elementor elementor-10289\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6be2327 e-flex e-con-boxed e-con e-parent\" data-id=\"6be2327\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d386505 elementor-widget elementor-widget-text-editor\" data-id=\"d386505\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">RK3588, 5-6W'da INT8 \u00e7\u0131kar\u0131m\u0131n\u0131 ger\u00e7ekle\u015ftiren 6 TOPS NPU ile 54+ FPS'de YOLOv5'leri ve cihaz \u00fczerinde 58 FPS'de hafif alg\u0131lama transformat\u00f6rlerini \u00e7al\u0131\u015ft\u0131ran end\u00fcstriyel makine g\u00f6r\u00fc\u015f\u00fc ve kusur tespiti i\u00e7in kan\u0131tlanm\u0131\u015f bir platformdur. Maliyet, g\u00fc\u00e7 ve form fakt\u00f6r\u00fcn\u00fcn \u00f6nemli oldu\u011fu tek hatl\u0131 AOI, \u00e7oklu kamera denetim d\u00fc\u011f\u00fcmleri ve g\u00f6m\u00fcl\u00fc ak\u0131ll\u0131 kamera uygulamalar\u0131na uyar. Mikron alt\u0131 yar\u0131 iletken metrolojisi veya 32 kameral\u0131 e\u015fzamanl\u0131 ak\u0131\u015flar i\u00e7in \u00f6zel bir h\u0131zland\u0131r\u0131c\u0131 daha iyi bir yoldur.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-668b73b elementor-widget elementor-widget-text-editor\" data-id=\"668b73b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><strong>\u00d6nemli \u00c7\u0131kar\u0131mlar<\/strong><\/h2><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">K\u00fcresel yapay g\u00f6rme pazar\u0131 2025 y\u0131l\u0131nda 15,83 milyar ABD dolar\u0131na ula\u015ft\u0131 ve 2030 y\u0131l\u0131na kadar 8,3% YBBO ile b\u00fcy\u00fcmesi bekleniyor - end\u00fcstriyel hata tespiti b\u00fcy\u00fcmenin ana itici g\u00fcc\u00fc (MarketsandMarkets)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">RK3588, rulman kusur tespitini <strong>58,1 FPS<\/strong> 96,2% mAP@50'de hafif bir DETR modeli kullanarak cihaz \u00fczerinde (Annals of New York Academy of Sciences, 2025)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">6 TOPS NPU, RKNN-Toolkit2 arac\u0131l\u0131\u011f\u0131yla YOLOv5, YOLOv8, MobileNet, ResNet ve \u00f6zel CNN mimarilerini destekler - \u00f6zel bir yapay zeka \u00e7er\u00e7evesi gerekmez<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">Bitti <strong>41% yeni g\u00f6r\u00fc\u015f sistemi da\u011f\u0131t\u0131mlar\u0131<\/strong> 2025'te gecikme, gizlilik ve bant geni\u015fli\u011fi gereksinimleri taraf\u0131ndan y\u00f6nlendirilen u\u00e7 yapay zeka yeteneklerini i\u00e7erir (Global Growth Insights)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">RK3588 yapay g\u00f6rme da\u011f\u0131t\u0131mlar\u0131 5-13W t\u00fcketir - GPU tabanl\u0131 alternatifler i\u00e7in 10-30W'a k\u0131yasla - kapal\u0131 end\u00fcstriyel muhafazalarda pasif so\u011futma sa\u011flar<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">Derin \u00f6\u011frenme tabanl\u0131 kusur tespiti tutar <strong>56% pazar pay\u0131<\/strong> 2025 y\u0131l\u0131nda RK3588 gibi CNN\/d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc uyumlu u\u00e7 platformlar\u0131 varsay\u0131lan mimari tercihi haline getirecektir (Future Market Insights)<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dade285 elementor-widget elementor-widget-text-editor\" data-id=\"dade285\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Yapay G\u00f6rme Neden U\u00e7 Noktaya Ta\u015f\u0131n\u0131yor - ve RK3588 Neden Uygun?<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Yapay g\u00f6rme uzun zamand\u0131r sunucuya ba\u011f\u0131ml\u0131 bir teknoloji olmu\u015ftur. Kameralar g\u00f6r\u00fcnt\u00fcleri yakalar; bir PC veya raf sunucusu bunlar\u0131 i\u015fler; sonu\u00e7lar Ethernet veya Fieldbus \u00fczerinden geri gelir. Bu model, \u00fcretim hatlar\u0131n\u0131n d\u00fc\u015f\u00fck h\u0131zlarda \u00e7al\u0131\u015ft\u0131\u011f\u0131, g\u00f6r\u00fcnt\u00fclerin d\u00fc\u015f\u00fck \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc oldu\u011fu ve gecikme tolerans\u0131n\u0131n saniyelerle \u00f6l\u00e7\u00fcld\u00fc\u011f\u00fc zamanlarda i\u015fe yar\u0131yordu.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Modern \u00fcretim her \u00fc\u00e7 varsay\u0131m\u0131 da y\u0131k\u0131yor. Y\u00fcksek h\u0131zl\u0131 SMT hatlar\u0131 saatte 50.000 bile\u015fen \u00fcretmektedir. EV pil h\u00fccresi denetimi, saniyede 2 metreyi a\u015fan konvey\u00f6r h\u0131zlar\u0131nda milimetrenin alt\u0131nda kusur tespiti gerektirir. G\u0131da paketleme hatlar\u0131 kontaminasyon konusunda s\u0131f\u0131r yanl\u0131\u015f negatife tolerans g\u00f6sterir. Her kareyi merkezi bir sunucuya g\u00f6ndermek - ger\u00e7ek zamanl\u0131 zamanlama k\u0131s\u0131tlamalar\u0131 olan bir fabrika a\u011f\u0131 \u00fczerinden - art\u0131k en zorlu uygulamalar i\u00e7in uygun de\u011fildir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52a13b0 elementor-widget elementor-widget-text-editor\" data-id=\"52a13b0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">G\u00f6re <a href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/industrial-machine-vision-market-234246734.html\" target=\"_blank\" rel=\"noopener\">MarketsandMarkets<\/a>k\u00fcresel yapay g\u00f6rme pazar\u0131 2025 y\u0131l\u0131nda 15,83 milyar ABD dolar\u0131ndan 2030 y\u0131l\u0131na kadar 8,3% YBBO ile 23,63 milyar ABD dolar\u0131na ula\u015facakt\u0131r. En h\u0131zl\u0131 b\u00fcy\u00fcyen da\u011f\u0131t\u0131m modeli, a\u011f gecikmesini ve merkezi sunucu darbo\u011fazlar\u0131n\u0131 ortadan kald\u0131rarak g\u00f6r\u00fcnt\u00fcleri elde etme noktas\u0131nda i\u015fleyen ak\u0131ll\u0131 kameralar ve g\u00f6m\u00fcl\u00fc SBC'ler olan g\u00f6m\u00fcl\u00fc ve u\u00e7 tabanl\u0131d\u0131r.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588 bu de\u011fi\u015fimi do\u011frudan ele al\u0131yor. 6 TOPS NPU, 32MP'ye kadar kameralar\u0131 destekleyen \u00e7ift ISP, donan\u0131m H.265 kodlama ve end\u00fcstriyel I\/O aray\u00fczleri, onu g\u00f6m\u00fcl\u00fc makine g\u00f6r\u00fc\u015f\u00fc i\u00e7in yetenekli bir platform haline getirir - uzla\u015fmac\u0131 bir \u00e7\u00f6z\u00fcm de\u011fil, u\u00e7 denetim kullan\u0131m durumu i\u00e7in amaca uygun bir mimari.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a010cf0 elementor-widget elementor-widget-text-editor\" data-id=\"a010cf0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 Donan\u0131m\u0131 Yapay G\u00f6rme \u0130\u015f Y\u00fcklerini Nas\u0131l Destekler?<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588'in yapay g\u00f6rme alan\u0131nda \u00fcst\u00fcn oldu\u011fu noktalar\u0131 anlamak i\u00e7in NPU \u00f6zelliklerinin \u00f6tesine ge\u00e7erek end\u00fcstriyel denetimin ger\u00e7ekte kulland\u0131\u011f\u0131 SoC \u00f6zellik setinin tamam\u0131na bakmak gerekir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f498aa elementor-widget elementor-widget-text-editor\" data-id=\"1f498aa\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">G\u00f6r\u00fcnt\u00fc Alma: ISP ve Kamera Aray\u00fcz\u00fc<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588, 32MP'ye kadar sens\u00f6rleri i\u015fleyebilen bir \u00e7ift ISP (G\u00f6r\u00fcnt\u00fc Sinyali \u0130\u015flemcisi) i\u00e7erir. Bu bir pazarlama dipnotu de\u011fildir - makine g\u00f6r\u00fc\u015f\u00fcnde ISP kalitesi kusur tespit do\u011frulu\u011funu do\u011frudan etkiler. ISP, g\u00fcr\u00fclt\u00fc azaltma, lens g\u00f6lgeleme d\u00fczeltme, otomatik beyaz dengesi ve HDR ton e\u015fleme i\u015flemlerini donan\u0131mda ger\u00e7ekle\u015ftirerek hesaplama a\u00e7\u0131s\u0131ndan pahal\u0131 olan bu i\u015flemleri CPU ve NPU'dan kurtar\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d6391ca elementor-widget elementor-widget-text-editor\" data-id=\"d6391ca\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588'de kamera ba\u011flant\u0131 se\u00e7enekleri:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Aray\u00fcz<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Max Lanes<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Tipik Kullan\u0131m<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MIPI CSI-2<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">4\u00d74 \u015feritli<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Alan tarama kameralar\u0131, GigE s\u0131n\u0131f\u0131 sens\u00f6rler<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">USB 3.0<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2 ba\u011flant\u0131 noktas\u0131<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">USB3 Vision kameralar, end\u00fcstriyel USB kameralar<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">HDMI giri\u015fi<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1 ba\u011flant\u0131 noktas\u0131<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Yakalama kartlar\u0131, analogdan dijitale giri\u015f<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">PCIe 3.0<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1\u00d74 veya 2\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">CoaXPress \/ Camera Link \u00e7er\u00e7eve yakalay\u0131c\u0131lar<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u00c7o\u011fu g\u00f6m\u00fcl\u00fc yapay g\u00f6rme uygulamas\u0131 i\u00e7in MIPI CSI-2 birincil yoldur. 4 \u015feritli MIPI ba\u011flant\u0131s\u0131, 4K@60 fps'ye kadar ham g\u00f6r\u00fcnt\u00fc aktar\u0131m\u0131n\u0131 destekler ve \u00e7o\u011fu inline AOI ve y\u00fczey denetimi g\u00f6revi i\u00e7in yeterlidir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a50902 elementor-widget elementor-widget-text-editor\" data-id=\"5a50902\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">NPU: \u00c7\u0131kar\u0131m Motoru<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">6 TOPS NPU, RK3588'in yapay g\u00f6rme kapasitesinin \u00e7ekirde\u011fidir. CNN ve transformat\u00f6r tabanl\u0131 modeller i\u00e7in INT4, INT8 ve INT16 nicelemeyi destekler ve hassasiyete duyarl\u0131 katmanlar i\u00e7in FP16 kullan\u0131labilir. Yapay g\u00f6rmede, INT8 niceleme standart da\u011f\u0131t\u0131m modudur ve 4-8 kat verim art\u0131\u015f\u0131 ile FP32'ye yak\u0131n do\u011fruluk sunar.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a href=\"https:\/\/tinycomputers.io\/posts\/rockchip-rk3588-npu-benchmarks.html\" target=\"_blank\" rel=\"noopener\">TinyComputers.io'dan ger\u00e7ek d\u00fcnya k\u0131yaslamalar\u0131<\/a> ResNet18'in RK3588 NPU \u00fczerinde 4,09 ms gecikme ile 244 FPS'de \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 g\u00f6stermektedir. ResNet mimarilerini kullanan kusur s\u0131n\u0131fland\u0131rma g\u00f6revleri i\u00e7in bu, \u00e7er\u00e7eve d\u00fc\u015fmesi olmadan y\u00fcksek h\u0131zl\u0131 konvey\u00f6r uygulamalar\u0131n\u0131 idare eden denetim verimi anlam\u0131na gelir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3890b93 elementor-widget elementor-widget-text-editor\" data-id=\"3890b93\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">CPU ve Bellek Bant Geni\u015fli\u011fi<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Cortex-A76 \u00e7ekirdekleri, NPU'ya verimli bir \u015fekilde e\u015flenmeyen i\u015flem \u00f6ncesi ve sonras\u0131 g\u00f6revleri yerine getirir: g\u00f6r\u00fcnt\u00fc kod \u00e7\u00f6zme, maksimum olmayan bast\u0131rma (NMS), sonu\u00e7 paketleme ve PLC veya SCADA sistemleriyle ileti\u015fim. A76'n\u0131n \u00f6ncekilere g\u00f6re geli\u015ftirilmi\u015f tek i\u015f par\u00e7ac\u0131kl\u0131 performans\u0131 (Cortex-A72'ye k\u0131yasla yakla\u015f\u0131k 2,5-3 kat) bu s\u0131ral\u0131 \u00f6n i\u015fleme i\u015flemleri i\u00e7in anlaml\u0131d\u0131r.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">64 bit veri yoluna sahip LPDDR4X bellek, alt u\u00e7 g\u00f6m\u00fcl\u00fc platformlarda yayg\u0131n bir ar\u0131za modu olan bellek darbo\u011fazlar\u0131 olmadan e\u015fzamanl\u0131 kamera yakalama, NPU \u00e7\u0131kar\u0131m i\u015flem hatt\u0131 ve sonu\u00e7 \u00e7\u0131kt\u0131s\u0131n\u0131 s\u00fcrd\u00fcrmek i\u00e7in gereken bant geni\u015fli\u011fini sa\u011flar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0b99abc elementor-widget elementor-widget-text-editor\" data-id=\"0b99abc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 Yapay G\u00f6rme Performans\u0131: Ger\u00e7ek Benchmark Verileri<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Ham teknik \u00f6zellikler, ger\u00e7ek denetim g\u00f6revlerinde \u00f6l\u00e7\u00fclen sonu\u00e7lardan daha az \u00f6nemlidir. \u0130\u015fte yay\u0131nlanm\u0131\u015f ara\u015ft\u0131rma ve uygulama verilerinin g\u00f6sterdi\u011fi \u015fey.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5dfd9ac elementor-widget elementor-widget-text-editor\" data-id=\"5dfd9ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Kusur Tespit \u00d6l\u00e7\u00fctleri<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><a href=\"https:\/\/nyaspubs.onlinelibrary.wiley.com\/doi\/10.1111\/nyas.70156?af=R\" target=\"_blank\" rel=\"noopener\"><span style=\"font-size: 14pt;\">Annals of the New York Academy of Sciences dergisinde yay\u0131mlanan 2025 tarihli bir \u00e7al\u0131\u015fma<\/span><\/a><span style=\"font-size: 14pt;\">\u00a0RK3588 platformunda rulman y\u00fczeyi kusur tespiti i\u00e7in optimize edilmi\u015f SMF-DETR tespit transformat\u00f6r\u00fcn\u00fc k\u0131yaslad\u0131:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Metrik<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">De\u011fer<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">mAP@50<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">96.2%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Do\u011fruluk<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">98.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">RK3588 \u00fczerinde FPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">58,1 FPS<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Masa\u00fcst\u00fc GPU'da FPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">97,3 FPS<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Model boyutunun ba\u015flang\u0131\u00e7 seviyesine g\u00f6re k\u00fc\u00e7\u00fclt\u00fclmesi<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">37.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Hesaplama maliyetinin azalt\u0131lmas\u0131<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">57.7%<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">96,2% mAP'de 10 W'\u0131n alt\u0131nda t\u00fcketen g\u00f6m\u00fcl\u00fc bir kartta 58 FPS - bu, ger\u00e7ek\u00e7i konvey\u00f6r h\u0131zlar\u0131nda rulman denetimi i\u00e7in \u00fcretimde uygulanabilir bir performanst\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0835eca elementor-widget elementor-widget-image\" data-id=\"0835eca\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"534\" src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-1024x683.webp\" class=\"attachment-large size-large wp-image-10294\" alt=\"\" srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-benchmark-fps-chart.webp 1536w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2bf9772 elementor-widget elementor-widget-text-editor\" data-id=\"2bf9772\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\"><a href=\"https:\/\/www.nature.com\/articles\/s41598-025-16043-z\" target=\"_blank\" rel=\"noopener\">Scientific Reports (2025) dergisinde yay\u0131nlanan ayr\u0131 bir \u00e7al\u0131\u015fma<\/a>\u00a0\u00f6zel bir dikkat mekanizmas\u0131na sahip MobileNetV3 tabanl\u0131 bir mimari kullanarak RK3588 \u00fczerinde bir tel halat kusur tespit sistemi kurdu. Ara\u015ft\u0131rmac\u0131lar RK3588'i Jetson Nano yerine \u00f6zellikle ayn\u0131 g\u00fc\u00e7 zarf\u0131nda ve maliyet noktas\u0131nda daha y\u00fcksek hesaplama yo\u011funlu\u011fu i\u00e7in se\u00e7tiler ve sunucuya ba\u011fl\u0131 sistemlerin tamamlamak i\u00e7in 20-30 dakika gerektirdi\u011fi ger\u00e7ek zamanl\u0131 alg\u0131lama performans\u0131na ula\u015ft\u0131lar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c87a07 elementor-widget elementor-widget-text-editor\" data-id=\"6c87a07\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Vision \u0130\u015f Y\u00fck\u00fc Performans Tablosu<\/h3><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Model<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">G\u00f6rev<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Hassasiyet<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Gecikme<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">FPS<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">ResNet18<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">S\u0131n\u0131fland\u0131rma<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">4.09ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">244<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">YOLOv5s<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Nesne alg\u0131lama<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~18ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~54<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">YOLOv8n<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Nesne alg\u0131lama<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~15ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~65<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MobileNetV2<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u00d6zellik \u00e7\u0131karma<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~5ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~200<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">SMF-DETR (rulman)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Kusur tespiti<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~17ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">58.1<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">MobileNetV3 (tel halat)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Kusur tespiti<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">INT8<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~20ms<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">~50<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>Kaynaklar: TinyComputers.io k\u0131yaslamalar\u0131; Annals of New York Academy of Sciences (2025); Scientific Reports (2025)<\/em><\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb5c45c elementor-widget elementor-widget-text-editor\" data-id=\"fb5c45c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 \u00dczerinde Yapay G\u00f6rme Sistemi Mimarisi<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588 \u00fczerinde eksiksiz bir g\u00f6m\u00fcl\u00fc yapay g\u00f6rme sistemi sadece kameral\u0131 bir kart de\u011fildir. Mimari, g\u00f6r\u00fcnt\u00fc alma, \u00f6n i\u015fleme, \u00e7\u0131kar\u0131m, sonu\u00e7 i\u015fleme ve fabrika sistemleriyle ileti\u015fimi kapsar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-004d42a elementor-widget elementor-widget-text-editor\" data-id=\"004d42a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Inline AOI i\u00e7in \u00d6nerilen Y\u0131\u011f\u0131n<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"Kod\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">Kamera Katman\u0131 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 MIPI CSI-2 alan tarama kameras\u0131 (2-12MP) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Strobe-senkronize LED halka \u0131\u015f\u0131k \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Ham Bayer \/ YUV<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 ISP Katman\u0131 (Donan\u0131m) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 G\u00fcr\u00fclt\u00fc azaltma, lens g\u00f6lgeleme d\u00fczeltme \u2502<\/span><br \/><span style=\"font-size: 14pt;\">Demosaicing, beyaz dengesi, HDR \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u0130\u015flenmi\u015f g\u00f6r\u00fcnt\u00fc (RGB\/YUV)<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u00d6n i\u015fleme (CPU \/ A76) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">Yeniden boyutland\u0131rma, normalle\u015ftirme, ROI k\u0131rpma \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 V4L2 + OpenCV arac\u0131l\u0131\u011f\u0131yla \u00e7ok i\u015f par\u00e7ac\u0131kl\u0131 boru hatt\u0131 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 \u00c7\u0131kar\u0131m yapmaya haz\u0131r tens\u00f6r<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 NPU \u00c7\u0131kar\u0131m Katman\u0131 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 RKNN-Toolkit2 \u00e7al\u0131\u015fma zaman\u0131 \u2502<\/span><br \/><span style=\"font-size: 14pt;\">INT8 nicelle\u015ftirilmi\u015f model (YOLOv8 \/ ResNet \/ DETR) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">Deterministik gecikme s\u00fcresi i\u00e7in SCHED_FIFO \u00f6nceli\u011fi \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Alg\u0131lama sonu\u00e7lar\u0131 \/ s\u0131n\u0131rlay\u0131c\u0131 kutular<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Son i\u015flem (CPU) \u2502<\/span><br \/><span style=\"font-size: 14pt;\">NMS, g\u00fcven e\u015fikleme, s\u0131n\u0131f haritalama \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Kusur s\u0131n\u0131fland\u0131rmas\u0131 ve koordinat e\u015flemesi \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Ba\u015far\u0131l\u0131\/Ba\u015far\u0131s\u0131z sinyali + kusur verileri<\/span><br \/><span style=\"font-size: 14pt;\">\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u25bc\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Fabrika Entegrasyonu \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 GPIO tetikleme \u00e7\u0131k\u0131\u015f\u0131 \u2192 reddetme akt\u00fcat\u00f6r\u00fc \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 Modbus TCP \/ OPC-UA \u2192 SCADA \/ MES \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2502 MQTT \u2192 bulut veri toplama \u2502<\/span><br \/><span style=\"font-size: 14pt;\">\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/span><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Bu mimari tamamen tek bir RK3588 kart\u0131 \u00fczerinde \u00e7al\u0131\u015f\u0131r. Harici sunucu yok, a\u011f \u00e7\u0131kar\u0131m \u00e7a\u011fr\u0131s\u0131 yok, kart\u0131n kendisi d\u0131\u015f\u0131nda tek bir ar\u0131za noktas\u0131 yok.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9e9819 elementor-widget elementor-widget-image\" data-id=\"b9e9819\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"450\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1024x576.webp\" class=\"attachment-large size-large wp-image-10293 lazyload\" alt=\"\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1024x576.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-300x169.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-768x432.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-1536x864.webp 1536w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram-18x10.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-machine-vision-system-architecture-diagram.webp 1672w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/450;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-35f5015 elementor-widget elementor-widget-text-editor\" data-id=\"35f5015\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Temel Yaz\u0131l\u0131m Bile\u015fenleri<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>V4L2 (Linux i\u00e7in Video 2):<\/strong> Linux'ta kamera yakalama i\u00e7in \u00e7ekirdek \u00e7er\u00e7evesi. RK3588'in BSP'si, MIPI CSI kameralar i\u00e7in optimize edilmi\u015f V4L2 s\u00fcr\u00fcc\u00fcleri i\u00e7erir ve do\u011frudan \u00e7\u0131kar\u0131m i\u015flem hatt\u0131na beslenen d\u00fc\u015f\u00fck gecikmeli kare geri aramalar\u0131n\u0131 destekler.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>RKNN-Toolkit2:<\/strong> Rockchip'in model da\u011f\u0131t\u0131m SDK's\u0131. INT8 niceleme kalibrasyonu ve cihaz \u00fczerinde \u00e7\u0131kar\u0131m i\u00e7in \u00e7al\u0131\u015fma zaman\u0131 API'si ile TensorFlow, PyTorch (ONNX arac\u0131l\u0131\u011f\u0131yla), Caffe ve MXNet'ten RKNN format\u0131na model d\u00f6n\u00fc\u015ft\u00fcrme i\u015flemlerini ger\u00e7ekle\u015ftirir.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>OpenCV:<\/strong> \u00d6ni\u015fleme i\u015flemleri i\u00e7in standart bilgisayarla g\u00f6rme k\u00fct\u00fcphanesi. RK3588 Debian\/Ubuntu ortamlar\u0131nda verimli bir \u015fekilde \u00e7al\u0131\u015f\u0131r.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>GStreamer:<\/strong> \u00c7oklu kamera boru hatt\u0131 y\u00f6netimi, denetim videosunun donan\u0131m h\u0131zland\u0131rmal\u0131 kodlamas\u0131 ve birden fazla kaynaktan e\u015fzamanl\u0131 yakalama i\u00e7in.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-895f668 elementor-widget elementor-widget-text-editor\" data-id=\"895f668\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Desteklenen Hata Tespiti Kullan\u0131m \u00d6rnekleri<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588'in performans profili, belirli bir end\u00fcstriyel denetim uygulamalar\u0131 grubuyla e\u015fle\u015fir. Nereye uydu\u011funu ve nereye uymad\u0131\u011f\u0131n\u0131 anlamak, haftalarca s\u00fcren entegrasyon \u00e7abalar\u0131ndan tasarruf sa\u011flar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31b0f5b elementor-widget elementor-widget-text-editor\" data-id=\"31b0f5b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 G\u00fc\u00e7l\u00fc Uyum: Y\u00fczey Kusur Tespiti<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">PCB lehim ba\u011flant\u0131 denetimi, metal y\u00fczey \u00e7izik tespiti, plastik enjeksiyon kal\u0131plama y\u00fczey kusurlar\u0131, tekstil kuma\u015f kusur s\u0131n\u0131fland\u0131rmas\u0131 - bunlar\u0131n hepsi 2D g\u00f6r\u00fcnt\u00fclerde CNN veya hafif transformat\u00f6r modelleri kullan\u0131r, INT8 nicelemeye temiz bir \u015fekilde e\u015flenir ve RK3588'in NPU kapasitesi dahilinde kare h\u0131zlar\u0131nda \u00e7al\u0131\u015f\u0131r.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S259012302502506X\" target=\"_blank\" rel=\"noopener\">ScienceDirect'te kapsaml\u0131 bir 2025 incelemesi<\/a>\u00a0PCB y\u00fczey kusur tespiti \u00fczerine yap\u0131lan 82 \u00e7al\u0131\u015fmay\u0131 kapsayan <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/en.wikipedia.org\/wiki\/Automated_optical_inspection\" target=\"_blank\" rel=\"noopener\">Otomatik Optik Denetim (AOI)<\/a> SMT \u00fcretiminde bask\u0131n yakla\u015f\u0131m olmaya devam ediyor - ve \u015fu anda 56% pazar pay\u0131na sahip olan derin \u00f6\u011frenme tabanl\u0131 y\u00f6ntemler performans standard\u0131. RK3588 bu modelleri \u00fcretimle ilgili h\u0131zlarda \u00e7al\u0131\u015ft\u0131r\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32e5621 elementor-widget elementor-widget-text-editor\" data-id=\"32e5621\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 G\u00fc\u00e7l\u00fc Uyum: Nesne Alg\u0131lama ve Sayma<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u0130la\u00e7 blister paketi denetimi (eksik haplar, k\u0131r\u0131k tabletler), g\u0131da yabanc\u0131 nesne tespiti, montaj hatlar\u0131nda bile\u015fen varl\u0131\u011f\u0131\/yoklu\u011fu do\u011frulamas\u0131 - hepsi INT8 hassasiyetindeki YOLOv5\/v8 modellerinin RK3588'de 50-65 FPS sa\u011flad\u0131\u011f\u0131 nesne alg\u0131lama g\u00f6revleridir ve dakikada birka\u00e7 y\u00fcz par\u00e7aya kadar \u00e7al\u0131\u015fan hatlar i\u00e7in yeterlidir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-38ab707 elementor-widget elementor-widget-text-editor\" data-id=\"38ab707\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u2705 G\u00fc\u00e7l\u00fc Uyum: Boyutsal \u00d6l\u00e7\u00fcm (Vizyon Tabanl\u0131)<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Kalibre edilmi\u015f kamera + kenar alg\u0131lama algoritmalar\u0131 (Canny, Hough d\u00f6n\u00fc\u015f\u00fcmleri) kullan\u0131larak bile\u015fen boyutu do\u011frulamas\u0131, bo\u015fluk \u00f6l\u00e7\u00fcm\u00fc ve hizalama kontrol\u00fc CPU \u00e7ekirdeklerinde verimli bir \u015fekilde \u00e7al\u0131\u015f\u0131r ve NPU \u00f6\u011frenilen bile\u015fen yerelle\u015ftirme ad\u0131m\u0131n\u0131 i\u015fler.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4c4b13e elementor-widget elementor-widget-text-editor\" data-id=\"4c4b13e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">\u26a0\ufe0f Optimizasyon ile \u00c7al\u0131\u015f\u0131labilir: \u00c7ok Kameral\u0131 E\u015fzamanl\u0131 Denetim<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Tek bir RK3588 \u00fczerinde 4-8 kamera denetim d\u00fc\u011f\u00fcm\u00fcne dikkatli bir boru hatt\u0131 tasar\u0131m\u0131yla ula\u015f\u0131labilir: kamera ba\u015f\u0131na daha d\u00fc\u015f\u00fck \u00e7\u00f6z\u00fcn\u00fcrl\u00fck (720P'ye kar\u015f\u0131 4K), ak\u0131\u015f ba\u015f\u0131na 15-20 FPS'ye kadar kare h\u0131z\u0131 azaltma ve zaman \u00e7o\u011fullamal\u0131 NPU planlamas\u0131. Tam alg\u0131lama hassasiyetinde 8 e\u015fzamanl\u0131 ak\u0131\u015f\u0131n \u00f6tesinde, \u00f6zel bir h\u0131zland\u0131r\u0131c\u0131 daha iyi bir mimaridir.<\/span><\/p><h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">Do\u011fru Uyum De\u011fil: Mikron Alt\u0131 Yar\u0131 \u0130letken Metrolojisi<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Wafer denetimi, nanometre \u00f6l\u00e7e\u011finde kal\u0131p d\u00fczeyinde kusur lokalizasyonu ve yar\u0131 iletken kalite kontrol\u00fc i\u00e7in \u00e7oklu gigapiksel g\u00f6r\u00fcnt\u00fc birle\u015ftirme, \u00f6zel metroloji donan\u0131m\u0131 (Teledyne, KLA, Keyence \u00fcst d\u00fczey sistemleri) veya GPU s\u0131n\u0131f\u0131 hesaplama gerektirir. RK3588 bu alanda yer almamaktad\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-218c0d1 elementor-widget elementor-widget-text-editor\" data-id=\"218c0d1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RKNN-Toolkit2: Alg\u0131lama Modelinizi RK3588'de Da\u011f\u0131tma<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588'de bir yapay g\u00f6rme modelini da\u011f\u0131tmak i\u00e7in pratik i\u015f ak\u0131\u015f\u0131 \u00fc\u00e7 a\u015famadan olu\u015fur. Her bir a\u015faman\u0131n anla\u015f\u0131lmas\u0131 en yayg\u0131n entegrasyon sorunlar\u0131n\u0131 \u00f6nler.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2524bc5 elementor-widget elementor-widget-text-editor\" data-id=\"2524bc5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">A\u015fama 1: Model E\u011fitimi (\u0130\u015f \u0130stasyonu)<\/h3><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Alg\u0131lama veya s\u0131n\u0131fland\u0131rma modelinizi PyTorch, TensorFlow veya tercih etti\u011finiz \u00e7er\u00e7evede bir GPU i\u015f istasyonunda e\u011fitin. Yapay g\u00f6rme g\u00f6revleri i\u00e7in kendini kan\u0131tlam\u0131\u015f mimarilerle ba\u015flay\u0131n: Alg\u0131lama i\u00e7in YOLOv8n veya YOLOv8s, s\u0131n\u0131fland\u0131rma i\u00e7in MobileNetV3 ve \u00e7ok s\u0131n\u0131fl\u0131 inceleme i\u00e7in EfficientDet-lite. \u00d6zel mimariler i\u015fe yarar, ancak RKNN'nin NPU'su taraf\u0131ndan desteklenmeyen herhangi bir katman CPU y\u00fcr\u00fctmesine geri d\u00f6necektir - al\u0131\u015f\u0131lmad\u0131k yap\u0131 ta\u015flar\u0131n\u0131 taahh\u00fct etmeden \u00f6nce RKNN operat\u00f6r destek listesini kontrol edin.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-881ad1e elementor-widget elementor-widget-text-editor\" data-id=\"881ad1e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">A\u015fama 2: Niceleme ve D\u00f6n\u00fc\u015ft\u00fcrme (RKNN-Toolkit2, \u0130\u015f \u0130stasyonu)<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"python kodu\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><span style=\"font-size: 14pt;\"><code class=\"language-python\"><span class=\"token token\">gelen<\/span> rknn<span class=\"token token\">.<\/span>api <span class=\"token token\">\u0130thalat<\/span> RKNN\n\nrknn <span class=\"token token\">=<\/span> RKNN<span class=\"token token\">(<\/span>verbose<span class=\"token token\">=<\/span><span class=\"token token\">Do\u011fru<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># Y\u00fck e\u011fitimli ONNX modeli<\/span>\nrknn<span class=\"token token\">.<\/span>load_onnx<span class=\"token token\">(<\/span>model<span class=\"token token\">=<\/span><span class=\"token token\">'.\/defect_detector.onnx'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># Nicemlemeyi yap\u0131land\u0131rma<\/span>\nrknn<span class=\"token token\">.<\/span>yap\u0131land\u0131rma<span class=\"token token\">(<\/span>mean_values<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span><span class=\"token token\">[<\/span><span class=\"token token\">123.675<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">116.28<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">103.53<\/span><span class=\"token token\">]<\/span><span class=\"token token\">]<\/span><span class=\"token token\">,<\/span>\n            std_values<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span><span class=\"token token\">[<\/span><span class=\"token token\">58.395<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">57.12<\/span><span class=\"token token\">,<\/span> <span class=\"token token\">57.375<\/span><span class=\"token token\">]<\/span><span class=\"token token\">]<\/span><span class=\"token token\">,<\/span>\n            target_platform<span class=\"token token\">=<\/span><span class=\"token token\">'rk3588'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\">INT8 niceleme ile # Olu\u015fturma<\/span>\nrknn<span class=\"token token\">.<\/span>in\u015fa etmek<span class=\"token token\">(<\/span>do_quantization<span class=\"token token\">=<\/span><span class=\"token token\">Do\u011fru<\/span><span class=\"token token\">,<\/span> \n           veri k\u00fcmesi<span class=\"token token\">=<\/span><span class=\"token token\">'.\/calibration_dataset.txt'<\/span><span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u0130hracat RKNN modeli<\/span>\nrknn<span class=\"token token\">.<\/span>export_rknn<span class=\"token token\">(<\/span><span class=\"token token\">'.\/defect_detector.rknn'<\/span><span class=\"token token\">)<\/span><\/code><\/span><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Kalibrasyon veri seti (kalibrasyon <span style=\"color: #ff0000;\"><code class=\"bg-text-200\/5 border border-0.5 border-border-300 text-danger-000 whitespace-pre-wrap rounded-[0.4rem] px-1 py-px text-[0.9rem]\">veri k\u00fcmesi.txt<\/code><\/span> 100-300 temsili g\u00f6r\u00fcnt\u00fcy\u00fc referans alan dosya) niceleme kalitesindeki en \u00f6nemli de\u011fi\u015fkendir. Sisteminizin kar\u015f\u0131la\u015faca\u011f\u0131 t\u00fcm ayd\u0131nlatma ko\u015fullar\u0131n\u0131, \u00fcr\u00fcn \u00e7e\u015fitlerini ve kusur t\u00fcrlerini kapsayan g\u00f6r\u00fcnt\u00fcler kullan\u0131n. \u00c7e\u015fitlili\u011fi zay\u0131f bir kalibrasyon seti, niceleme sonras\u0131 do\u011fruluk d\u00fc\u015f\u00fc\u015flerinin en yayg\u0131n nedenidir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8efba4b elementor-widget elementor-widget-text-editor\" data-id=\"8efba4b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"text-text-100 mt-2 -mb-1 text-base font-bold\">A\u015fama 3: Cihaz \u00dczerinde \u00c7\u0131kar\u0131m (RK3588)<\/h3><div class=\"relative group\/copy bg-bg-000\/50 border-0.5 border-border-400 rounded-lg focus:outline-none focus-visible:ring-2 focus-visible:ring-accent-100\" tabindex=\"0\" role=\"group\" aria-label=\"python kodu\"><div class=\"overflow-x-auto\"><pre class=\"code-block__code !my-0 !rounded-lg !text-sm !leading-relaxed p-3.5\"><code class=\"language-python\"><span class=\"token token\"><span style=\"font-size: 14pt;\">gelen<\/span><\/span><span style=\"font-size: 14pt;\"> rknnlite<span class=\"token token\">.<\/span>api <span class=\"token token\">\u0130thalat<\/span> RKNNLite\n\nrknn_lite <span class=\"token token\">=<\/span> RKNNLite<span class=\"token token\">(<\/span><span class=\"token token\">)<\/span>\nrknn_lite<span class=\"token token\">.<\/span>load_rknn<span class=\"token token\">(<\/span><span class=\"token token\">'.\/defect_detector.rknn'<\/span><span class=\"token token\">)<\/span>\nrknn_lite<span class=\"token token\">.<\/span>init_runtime<span class=\"token token\">(<\/span>core_mask<span class=\"token token\">=<\/span>RKNNLite<span class=\"token token\">.<\/span>NPU_CORE_ALL<span class=\"token token\">)<\/span>\n\n<span class=\"token token\"># \u00c7\u0131kar\u0131m \u00e7al\u0131\u015ft\u0131r\u0131n<\/span>\n\u00e7\u0131k\u0131\u015flar <span class=\"token token\">=<\/span> rknn_lite<span class=\"token token\">.<\/span>\u00e7\u0131kar\u0131m<span class=\"token token\">(<\/span>girdiler<span class=\"token token\">=<\/span><span class=\"token token\">[<\/span>preprocessed_image<span class=\"token token\">]<\/span><span class=\"token token\">)<\/span><\/span><\/code><\/pre><\/div><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u00c7\u0131kar\u0131m i\u015f par\u00e7ac\u0131\u011f\u0131n\u0131 <code class=\"bg-text-200\/5 border border-0.5 border-border-300 text-danger-000 whitespace-pre-wrap rounded-[0.4rem] px-1 py-px text-[0.9rem]\">SCHED_FIFO<\/code> Linux'ta zamanlama titremesini en aza indirmek i\u00e7in \u00f6ncelik - denetim sisteminizin konvey\u00f6r h\u0131z\u0131na ba\u011fl\u0131 sabit gecikme gereksinimleri oldu\u011funda kritik \u00f6neme sahiptir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e93db89 elementor-widget elementor-widget-text-editor\" data-id=\"e93db89\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Fabrika Kat\u0131ndan: Kuantizasyon Do\u011frulu\u011fu Problemini \u00c7\u00f6zmek<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>ieeker'in g\u00f6m\u00fcl\u00fc sistemler m\u00fchendisli\u011fi ekibinden birinci \u015fah\u0131s anlat\u0131m\u0131.<\/em><\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Bir PCB montaj hatt\u0131 i\u00e7in hat i\u00e7i lehim ba\u011flant\u0131 denetim sistemi kuran bir m\u00fc\u015fteri bize \u00e7al\u0131\u015fan bir PyTorch modeliyle geldi - 15.000 lehim ba\u011flant\u0131 g\u00f6r\u00fcnt\u00fcs\u00fc \u00fczerinde e\u011fitilmi\u015f ve do\u011frulama setinde 94,2% do\u011fruluk elde eden ResNet50 tabanl\u0131 bir s\u0131n\u0131fland\u0131r\u0131c\u0131. Sorun: RKNN-Toolkit2 arac\u0131l\u0131\u011f\u0131yla INT8 niceleme i\u015fleminden sonra do\u011fruluk 76,8%'ye d\u00fc\u015ft\u00fc. M\u00fc\u015fterinin kalite e\u015fi\u011fi minimum 91% idi. 76.8%'de, iyi panolardaki yanl\u0131\u015f reddetme oran\u0131 ekonomik olarak kabul edilemezdi - gereksiz reddetmelerden kaynaklanan hat durmalar\u0131, sistemin yakalamas\u0131 gereken kusurlardan daha pahal\u0131ya mal oluyordu.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Sorunu iki k\u0131s\u0131mda te\u015fhis ettik. \u0130lk olarak, kalibrasyon veri k\u00fcmesi 60 g\u00f6r\u00fcnt\u00fcden olu\u015fuyordu ve hepsi g\u00fcn\u00fcn ayn\u0131 saatinde ayn\u0131 ayd\u0131nlatma d\u00fczene\u011fi alt\u0131nda \u00e7ekilmi\u015fti. \u00dcretim hatt\u0131nda farkl\u0131 denetim istasyonlar\u0131nda \u00fc\u00e7 farkl\u0131 LED ayd\u0131nlatma yo\u011funlu\u011fu vard\u0131 ve kalibrasyon g\u00f6r\u00fcnt\u00fcleri bu varyasyonu temsil etmiyordu. \u0130kinci olarak, ResNet50'nin son iki tam ba\u011fl\u0131 katman\u0131, a\u011f\u0131rl\u0131k da\u011f\u0131l\u0131mlar\u0131 al\u0131\u015f\u0131lmad\u0131k derecede geni\u015f oldu\u011fu i\u00e7in \u00f6nemli niceleme hatas\u0131 biriktiriyordu - INT8'in m\u00fccadele etti\u011fi bir \u00f6zellik.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">D\u00fczeltme iki de\u011fi\u015fiklik i\u00e7eriyordu. Kalibrasyon veri setini, her \u00fc\u00e7 ayd\u0131nlatma ko\u015fulunu e\u015fit oranda \u00f6rnekleyen 280 g\u00f6r\u00fcnt\u00fcye ve orijinal kalibrasyon setinin yetersiz temsil etti\u011fi s\u0131n\u0131rda kusurlu vakalardan olu\u015fan 40 g\u00f6r\u00fcnt\u00fcye geni\u015flettik. Ayr\u0131ca kar\u0131\u015f\u0131k hassasiyetli niceleme uygulad\u0131k: INT8'de ilk 48 katman, FP16'da son iki FC katman\u0131. RKNN-Toolkit2, \u00f6zellikle bu senaryo i\u00e7in katman ba\u015f\u0131na hassasiyet ge\u00e7ersiz k\u0131lmalar\u0131n\u0131 desteklemektedir.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Model yeniden olu\u015fturulduktan sonra, do\u011frulama setindeki do\u011fruluk 91,7%'ye y\u00fckseldi. Cihaz i\u00e7i gecikme s\u00fcresi kare ba\u015f\u0131na 31 ms idi - m\u00fc\u015fterinin konvey\u00f6r h\u0131z\u0131 i\u00e7in belirledi\u011fi 40 ms'lik b\u00fct\u00e7e dahilinde. Sistem, te\u015fhis \u00e7a\u011fr\u0131s\u0131ndan alt\u0131 g\u00fcn sonra \u00fcretim pilotuna ge\u00e7ti. \u00dc\u00e7 ayl\u0131k operasyonda hatal\u0131 reddetme oran\u0131 0,4% olarak ger\u00e7ekle\u015fti ve m\u00fc\u015fterinin kabul edilebilir 0,5% e\u015fi\u011fi i\u00e7inde kald\u0131.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u00c7\u0131kar\u0131lacak ders: INT8 niceleme do\u011frulu\u011fu modelinizin sabit bir \u00f6zelli\u011fi de\u011fildir. Kalibrasyon veri kalitesinin ve katman ba\u015f\u0131na hassasiyet kararlar\u0131n\u0131n bir fonksiyonudur. Her ikisi de kontrol edilebilir ve her ikisinin de do\u011fru olmas\u0131 i\u00e7in denetim ortam\u0131n\u0131z hakk\u0131nda alan bilgisi gerekir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-824d5b1 elementor-widget elementor-widget-image\" data-id=\"824d5b1\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-1024x683.webp\" class=\"attachment-large size-large wp-image-10295 lazyload\" alt=\"M\u00fchendis, end\u00fcstriyel laboratuvar ortam\u0131nda PCB lehim ba\u011flant\u0131 denetim kameras\u0131na ba\u011fl\u0131 RK3588 g\u00f6m\u00fcl\u00fc Linux sisteminde INT8 niceleme do\u011frulu\u011funda hata ay\u0131klama\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-linux-quantization-pcb-solder-inspection.webp 1536w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/534;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-569410f elementor-widget elementor-widget-text-editor\" data-id=\"569410f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Proje Vaka \u00c7al\u0131\u015fmas\u0131: Otomotiv Damgalama Par\u00e7as\u0131 Y\u00fczey Kontrol\u00fc<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>RK3588 g\u00f6m\u00fcl\u00fc g\u00f6r\u00fcnt\u00fc da\u011f\u0131t\u0131m\u0131, 6 kameral\u0131 denetim istasyonu, otomotiv Tier 1 tedarik\u00e7isi.<\/em><\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">2025 y\u0131l\u0131n\u0131n ba\u015flar\u0131nda, bir otomotiv Tier 1 tedarik\u00e7isi, bir presleme hatt\u0131ndaki PC tabanl\u0131 denetim istasyonunu g\u00f6m\u00fcl\u00fc bir \u00e7\u00f6z\u00fcmle de\u011fi\u015ftirmek i\u00e7in bizimle s\u00f6zle\u015fme yapt\u0131. Mevcut sistemde Windows \u00e7al\u0131\u015ft\u0131ran bir masa\u00fcst\u00fc bilgisayar ve bir yapay g\u00f6rme tedarik\u00e7isinin tescilli denetim yaz\u0131l\u0131m\u0131na sahip bir USB3 Vision kamera kullan\u0131l\u0131yordu. Sorunlar: PC \u00fc\u00e7 ayda bir bak\u0131m gerektiriyordu, Windows i\u015fletim sistemi sistem g\u00fcncellemeleri s\u0131ras\u0131nda \u00f6ng\u00f6r\u00fclemeyen gecikme art\u0131\u015flar\u0131na neden oluyordu ve istasyon ba\u015f\u0131na toplam sistem maliyeti 12 ek pres hatt\u0131na \u00f6l\u00e7eklendirme i\u00e7in engelleyiciydi.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">De\u011fi\u015ftirme \u015fartnamesi, 0,3 mm'den daha geni\u015f \u00e7atlaklarda s\u0131f\u0131r yanl\u0131\u015f negatif ve 2%'nin alt\u0131nda bir yanl\u0131\u015f pozitif oranla, damgal\u0131 \u00e7elik braketlerdeki y\u00fczey \u00e7iziklerinin, deformasyon izlerinin ve ya\u011f kirlili\u011finin dakikada 30 par\u00e7ada tespit edilmesini gerektiriyordu.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">De\u011fi\u015ftirme sistemini, 5MP MIPI alan tarama kameras\u0131, GPIO arac\u0131l\u0131\u011f\u0131yla fla\u015f senkronizasyonlu yap\u0131land\u0131r\u0131lm\u0131\u015f LED halka \u0131\u015f\u0131\u011f\u0131 ve \u00f6zel bir YOLOv8s tabanl\u0131 alg\u0131lama modeli \u00e7al\u0131\u015ft\u0131ran bir Debian Linux ortam\u0131 ile bir ieeker RK3588 end\u00fcstriyel SBC \u00fczerine kurduk. Model, \u00fc\u00e7 kusur t\u00fcr\u00fcn\u00fcn yan\u0131 s\u0131ra temiz y\u00fczey negatiflerini de kapsayan, damgal\u0131 braket y\u00fczeylerinin 8.200 etiketli g\u00f6r\u00fcnt\u00fcs\u00fc \u00fczerinde e\u011fitilmi\u015ftir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89123a0 elementor-widget elementor-widget-image\" data-id=\"89123a0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"534\" data-src=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-1024x683.webp\" class=\"attachment-large size-large wp-image-10296 lazyload\" alt=\"\" data-srcset=\"https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-1024x683.webp 1024w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-300x200.webp 300w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-768x512.webp 768w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station-18x12.webp 18w, https:\/\/ieeker.com\/wp-content\/uploads\/2026\/05\/rk3588-automotive-stamping-surface-inspection-station.webp 1536w\" data-sizes=\"(max-width: 800px) 100vw, 800px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 800px; --smush-placeholder-aspect-ratio: 800\/534;\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cccc360 elementor-widget elementor-widget-text-editor\" data-id=\"cccc360\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">60 g\u00fcnl\u00fck \u00fcretim do\u011frulamas\u0131n\u0131n ard\u0131ndan elde edilen \u00f6nemli sonu\u00e7lar:<\/span><\/p><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Metrik<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Hedef<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Ba\u015far\u0131ld\u0131<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u00c7atlak tespit oran\u0131 (\u22650,3 mm)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">100%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">100%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u00c7izik tespit oran\u0131<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&gt;95%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">97.3%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Yanl\u0131\u015f pozitif oran\u0131<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;2%<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1.1%<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Denetim d\u00f6ng\u00fc s\u00fcresi<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;2s\/par\u00e7a<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">1.4s\/par\u00e7a<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Sistem g\u00fc\u00e7 \u00e7eki\u015fi<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;25W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">11.8W<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Planlanmam\u0131\u015f kesinti s\u00fcresi (60 g\u00fcn)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">&lt;4 saat<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">0 saat<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">BOM maliyeti vs PC tabanl\u0131 sistem<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">-<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">67% azaltma<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">67% BOM maliyetindeki azalma, m\u00fc\u015fterinin 13 pres hatt\u0131n\u0131n tamam\u0131na \u00f6l\u00e7eklendirme karar\u0131n\u0131 vermesini sa\u011flayan rakamd\u0131. Toplam proje: Hepsi SWUpdate arac\u0131l\u0131\u011f\u0131yla OTA g\u00fcncelleme \u00f6zelli\u011fine sahip ayn\u0131 Buildroot g\u00f6r\u00fcnt\u00fclerini \u00e7al\u0131\u015ft\u0131ran 13 \u00fcnite sevk edildi. M\u00fc\u015fterinin bak\u0131m ekibi, her bir istasyona fiziksel eri\u015fim olmadan filo genelinde denetim modellerini g\u00fcncelleyebiliyor.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c5027e elementor-widget elementor-widget-text-editor\" data-id=\"8c5027e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 vs Yapay G\u00f6rme i\u00e7in Rakip Platformlar<\/h2><div class=\"overflow-x-auto w-full px-2 mb-6\"><table class=\"min-w-full border-collapse text-sm leading-[1.7] whitespace-normal\"><thead class=\"text-left\"><tr><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Platform<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Yapay Zeka Performans\u0131<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">G\u00f6r\u00fc\u015fe \u00d6zel \u00d6zellikler<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">G\u00fc\u00e7<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">Maliyet<\/span><\/th><th class=\"text-text-100 border-b-0.5 border-border-300\/60 py-2 pr-4 align-top font-bold\" scope=\"col\"><span style=\"font-size: 14pt;\">En \u0130yi Uyum<\/span><\/th><\/tr><\/thead><tbody><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>RK3588<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">6 TOPS NPU<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u00c7ift ISP, 32MP, MIPI\u00d74<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">5-13W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">G\u00f6m\u00fcl\u00fc AOI, ak\u0131ll\u0131 kamera, \u00e7oklu kamera d\u00fc\u011f\u00fcm\u00fc<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>Jetson Orin Nano<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">40 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Tek ISP, CSI\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">7-15W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Karma\u015f\u0131k modeller, CUDA ekosistemi<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>Hailo-8<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">26 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">ISP yok (ana bilgisayar SoC'sine ihtiya\u00e7 duyar)<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2.5-3W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Y\u00fcksek verimli g\u00f6r\u00fcnt\u00fc h\u0131zland\u0131r\u0131c\u0131 eklentisi<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>NXP i.MX 8M Plus<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">2.3 TOPS<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">\u00c7ift ISP, MIPI\u00d72<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">3-5W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">D\u00fc\u015f\u00fck karma\u015f\u0131kl\u0131kta IoT denetimi<\/span><\/td><\/tr><tr><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\"><strong>Raspberry Pi 5<\/strong><\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">NPU yok<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Tek CSI<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">5-8W<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">$<\/span><\/td><td class=\"border-b-0.5 border-border-300\/30 py-2 pr-4 align-top\"><span style=\"font-size: 14pt;\">Yaln\u0131zca geli\u015ftirme\/prototipleme<\/span><\/td><\/tr><\/tbody><\/table><\/div><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u00d6zellikle makine g\u00f6r\u00fc\u015f\u00fc i\u00e7in, RK3588'in \u00e7ift ISP'si ve 4\u00d74 \u015feritli MIPI ba\u011flant\u0131s\u0131, daha g\u00fc\u00e7l\u00fc yapay zeka i\u015flemine sahip ancak daha zay\u0131f yerel kamera aray\u00fczleri olan Jetson Orin Nano gibi platformlara g\u00f6re yap\u0131sal bir avantaj sa\u011flar. Denetim sisteminizin ham kamera verilerini y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte i\u015flemesi gerekti\u011finde, ISP de NPU kadar \u00f6nemlidir.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.cognex.com\/\" target=\"_blank\" rel=\"noopener\">Cognex Corporation<\/a> ve <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.keyence.com\/\" target=\"_blank\" rel=\"noopener\">Keyence Corporation<\/a> - d\u00fcnyan\u0131n en b\u00fcy\u00fck iki yapay g\u00f6rme tedarik\u00e7isi - her ikisi de i\u015flemeyi kamera kafas\u0131na yerle\u015ftiren entegre ak\u0131ll\u0131 kamera \u00e7\u00f6z\u00fcmleri \u00fcretiyor. RK3588 tabanl\u0131 g\u00f6m\u00fcl\u00fc tasar\u0131mlar ayn\u0131 mimari felsefeyi takip eder ancak end\u00fcstriyel donan\u0131m \u00fcreticilerine, kullan\u0131ma haz\u0131r ak\u0131ll\u0131 kameralar\u0131n bar\u0131nd\u0131ramayaca\u011f\u0131 \u00f6zel sens\u00f6rleri, muhafazalar\u0131 ve I\/O aray\u00fczlerini entegre etme esnekli\u011fi sa\u011flar.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1072066 elementor-widget elementor-widget-text-editor\" data-id=\"1072066\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">RK3588 Yapay G\u00f6rme Uygulaman\u0131z \u0130\u00e7in Do\u011fru Platform mu?<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Platforma ba\u011flanmadan \u00f6nce bu kontrol listesini kullan\u0131n:<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>RK3588 a\u015fa\u011f\u0131daki durumlarda g\u00fc\u00e7l\u00fc bir uyum sa\u011flar:<\/strong><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Denetim g\u00f6reviniz CNN veya hafif d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fc modelleri kullan\u0131r (YOLOv5\/v8, ResNet, MobileNet, DETR varyantlar\u0131)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Tek bir \u00fcnitede tek kartl\u0131 g\u00f6r\u00fcnt\u00fc alma + \u00e7\u0131kar\u0131m + I\/O'ya ihtiyac\u0131n\u0131z var<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Kameran\u0131z MIPI CSI-2 veya USB3 Vision aray\u00fcz\u00fc kullan\u0131yor<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 G\u00fc\u00e7 b\u00fct\u00e7esi 15W'\u0131n alt\u0131nda veya pasif so\u011futma gerekli<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Kontroll\u00fc \u00fcr\u00fcn a\u011fac\u0131 maliyeti ile birden fazla \u00f6zde\u015f birime \u00f6l\u00e7eklendirmeniz gerekir<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Ekibiniz Linux \u00fczerinde Python\/C++ ile \u00e7al\u0131\u015f\u0131yor<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u2705 Denetim gecikme gereksinimi kare ba\u015f\u0131na 15 ms veya \u00fczeridir<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92c265d elementor-widget elementor-widget-text-editor\" data-id=\"92c265d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><strong>A\u015fa\u011f\u0131daki durumlarda alternatifleri de\u011ferlendirin:<\/strong><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f Tam \u00e7\u00f6z\u00fcn\u00fcrl\u00fckte 12'den fazla kamera ak\u0131\u015f\u0131nda e\u015fzamanl\u0131 \u00e7\u0131kar\u0131ma ihtiyac\u0131n\u0131z var<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f Modeliniz \u00e7ok say\u0131da desteklenmeyen NPU operat\u00f6r\u00fcne sahip mimariler kullan\u0131yor (dikkat a\u011f\u0131rl\u0131kl\u0131 d\u00f6n\u00fc\u015ft\u00fcr\u00fcc\u00fcler)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u26a0\ufe0f Zor ger\u00e7ek zamanl\u0131 kontrol d\u00f6ng\u00fcleri i\u00e7in 10 ms'nin alt\u0131nda deterministik \u00e7\u0131kar\u0131ma ihtiyac\u0131n\u0131z var<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c Mikron alt\u0131 metroloji veya yar\u0131 iletken wafer denetimi<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c Ger\u00e7ek zamanl\u0131 3B nokta bulutu i\u015fleme (LiDAR f\u00fczyonu)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">\u274c Model karma\u015f\u0131kl\u0131\u011f\u0131 ba\u015ftan sona FP32 gerektirir (niceleme tolerans\u0131 yok)<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-129a6ad elementor-widget elementor-widget-text-editor\" data-id=\"129a6ad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Yapay G\u00f6rme Da\u011f\u0131t\u0131mlar\u0131 i\u00e7in IEEKER RK3588 Kartlar\u0131<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">IEEKER'in RK3588 end\u00fcstriyel SBC'leri, BSP deste\u011fi de dahil olmak \u00fczere yapay g\u00f6rme da\u011f\u0131t\u0131mlar\u0131 i\u00e7in \u00f6nceden onaylanm\u0131\u015ft\u0131r:<\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">Optimize edilmi\u015f V4L2 MIPI CSI-2 kamera s\u00fcr\u00fcc\u00fcleri (Sony IMX415, IMX577, OV13850 sens\u00f6rlerle test edilmi\u015ftir)<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">Debian 12 ve Ubuntu 22.04 imajlar\u0131na \u00f6nceden y\u00fcklenmi\u015f RKNN-Toolkit2 \u00e7al\u0131\u015fma zaman\u0131<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">LED halka \u0131\u015f\u0131k kontrol\u00fc i\u00e7in GPIO strobe senkronizasyon aray\u00fcz\u00fc<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">Fabrika sistem ba\u011flant\u0131s\u0131 i\u00e7in Modbus TCP ve OPC-UA k\u00fct\u00fcphane entegrasyon k\u0131lavuzlar\u0131<\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\">CPU ek y\u00fck\u00fc olmadan denetim video ar\u015fivleme i\u00e7in donan\u0131m H.265 kodlamas\u0131<\/span><\/li><\/ul><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">\u00d6zel yapay g\u00f6rme sistemi tasar\u0131mlar\u0131 i\u00e7in - sens\u00f6r se\u00e7imi, muhafaza entegrasyonu, belirli kamera aray\u00fczleri i\u00e7in \u00f6zel ta\u015f\u0131y\u0131c\u0131 kart d\u00fczeni - <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/tr\/custom-development-board-design-guide\/\" target=\"_blank\" rel=\"noopener\">\u00f6zel geli\u0307\u015fti\u0307rme karti tasarim hi\u0307zmeti\u0307<\/a> u\u00e7tan uca donan\u0131m ve BSP getirmeyi kapsar.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">RK3588'i belirli bir denetim uygulamas\u0131 i\u00e7in de\u011ferlendiriyorsan\u0131z <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/tr\/rk3588-npu-performance-6-tops-edge-ai\/\" target=\"_blank\" rel=\"noopener\">RK3588 NPU performans k\u0131lavuzu<\/a> ayr\u0131nt\u0131l\u0131 k\u0131yaslama verileri ve model uyumlulu\u011fu bilgileri i\u00e7in veya <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/tr\/contact-us\/\" target=\"_blank\" rel=\"noopener\">m\u00fchendi\u0307sli\u0307k eki\u0307bi\u0307mi\u0307zle i\u0307leti\u0307\u015fi\u0307me ge\u00e7i\u0307n<\/a> kullan\u0131m durumunuzu g\u00f6r\u00fc\u015fmek i\u00e7in.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fbda698 elementor-widget elementor-widget-heading\" data-id=\"fbda698\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">SSS<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-785654f elementor-widget elementor-widget-n-accordion\" data-id=\"785654f\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Akordeon. Enter veya Space ile ba\u011flant\u0131lar\u0131 a\u00e7\u0131n, Escape ile kapat\u0131n ve Ok Tu\u015flar\u0131 ile gezinin\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1260\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1260\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> RK3588 s\u00fcrekli web denetimi i\u00e7in \u00e7izgi tarama kameralar\u0131n\u0131 kullanabilir mi? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1260\" class=\"elementor-element elementor-element-3f9a88c e-con-full e-flex e-con e-child\" data-id=\"3f9a88c\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5b2108 elementor-widget elementor-widget-text-editor\" data-id=\"c5b2108\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">\u00c7izgi tarama kameralar\u0131 genellikle PCIe \u00fczerinden ba\u011flanan \u00e7er\u00e7eve yakalay\u0131c\u0131lar gerektiren Camera Link veya CoaXPress aray\u00fczlerini kullan\u0131r. RK3588'in PCIe 3.0 aray\u00fcz\u00fc uyumlu \u00e7er\u00e7eve yakalay\u0131c\u0131lar\u0131 bar\u0131nd\u0131rabilir, ancak belirli \u00e7er\u00e7eve yakalay\u0131c\u0131 kartlar i\u00e7in BSP deste\u011fi do\u011frulama gerektirir. Web denetim uygulamalar\u0131 (film, kuma\u015f, ka\u011f\u0131t) i\u00e7in, taahh\u00fctte bulunmadan \u00f6nce aray\u00fcz uyumlulu\u011funu g\u00f6r\u00fc\u015fmek \u00fczere bizimle ileti\u015fime ge\u00e7in.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1261\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1261\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> RK3588'in denetim i\u00e7in i\u015fleyebilece\u011fi maksimum g\u00f6r\u00fcnt\u00fc \u00e7\u00f6z\u00fcn\u00fcrl\u00fc\u011f\u00fc nedir? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1261\" class=\"elementor-element elementor-element-ccb380a e-con-full e-flex e-con e-child\" data-id=\"ccb380a\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aec7f2d elementor-widget elementor-widget-text-editor\" data-id=\"aec7f2d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">ISP 32MP'ye kadar sens\u00f6rleri destekler. Pratik denetim \u00e7\u00f6z\u00fcn\u00fcrl\u00fc\u011f\u00fc NPU \u00e7\u0131kar\u0131m gereksinimine ba\u011fl\u0131d\u0131r: 4K'da (8MP), ISP i\u015flenmi\u015f kareleri NPU i\u015flem hatt\u0131na 60 fps'de sunabilir. 12MP'de kare h\u0131z\u0131 d\u00fc\u015fer ancak s\u00fcrekli olmayan denetim d\u00f6ng\u00fcleri i\u00e7in tek kare gecikmesi y\u00f6netilebilir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1262\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1262\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> RKNN-Toolkit2 anomali tespit modellerini destekliyor mu (sadece denetimli tespit de\u011fil)? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1262\" class=\"elementor-element elementor-element-e268e6c e-con-full e-flex e-con e-child\" data-id=\"e268e6c\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d356fe elementor-widget elementor-widget-text-editor\" data-id=\"6d356fe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">Evet. \u00d6zellik \u00e7\u0131karmaya dayal\u0131 denetimsiz anomali tespit yakla\u015f\u0131mlar\u0131 (PatchCore, FastFlow), \u00f6zellik \u00e7\u0131kar\u0131c\u0131 omurgas\u0131n\u0131 (ResNet, EfficientNet) NPU'da ve anomali puanlama ad\u0131m\u0131n\u0131 CPU'da \u00e7al\u0131\u015ft\u0131rarak RK3588'e da\u011f\u0131t\u0131labilir. Tam u\u00e7tan uca denetimsiz model da\u011f\u0131t\u0131m\u0131 standart alg\u0131lamadan daha karma\u015f\u0131kt\u0131r ancak \u00f6zel RKNN operat\u00f6r uygulamas\u0131 ile m\u00fcmk\u00fcnd\u00fcr.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1263\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1263\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> RK3588, kapal\u0131 end\u00fcstriyel muhafazalarda s\u0131cakl\u0131k stabilitesini nas\u0131l sa\u011flar? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-minus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-plus\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M416 208H272V64c0-17.67-14.33-32-32-32h-32c-17.67 0-32 14.33-32 32v144H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h144v144c0 17.67 14.33 32 32 32h32c17.67 0 32-14.33 32-32V304h144c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1263\" class=\"elementor-element elementor-element-92bd9fc e-con-full e-flex e-con e-child\" data-id=\"92bd9fc\" data-element_type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-59929a1 elementor-widget elementor-widget-text-editor\" data-id=\"59929a1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-size: 14pt;\">RK3588, NPU y\u00fck\u00fc alt\u0131nda 5-13W tipik g\u00fc\u00e7 \u00e7eki\u015fi ile 8nm i\u015fleminde \u00fcretilmi\u015ftir. SoC ve muhafaza duvar\u0131 aras\u0131nda termal aray\u00fcz malzemesi bulunan, uygun \u015fekilde tasarlanm\u0131\u015f al\u00fcminyum pasif bir muhafazada, 55\u00b0C'ye kadar ortam s\u0131cakl\u0131klar\u0131nda k\u0131s\u0131lma olmadan s\u00fcrekli \u00e7al\u0131\u015fma sa\u011flanabilir. ieeker'in end\u00fcstriyel SBC tasar\u0131mlar\u0131 bu termal profil i\u00e7in onaylanm\u0131\u015ft\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f85bc elementor-widget elementor-widget-text-editor\" data-id=\"69f85bc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-text-100 mt-3 -mb-1 text-[1.125rem] font-bold\">Sonu\u00e7<\/h2><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Makine g\u00f6r\u00fc\u015f\u00fcn\u00fcn PC tabanl\u0131 merkezi i\u015flemeden g\u00f6m\u00fcl\u00fc u\u00e7 da\u011f\u0131t\u0131m\u0131na ge\u00e7i\u015fi h\u0131zlan\u0131yor. <a href=\"https:\/\/www.futuremarketinsights.com\/reports\/ai-industrial-defect-detection-market\" target=\"_blank\" rel=\"noopener\">Yapay zeka end\u00fcstriyel hata tespit pazar\u0131n\u0131n 2025'te 2,66 milyar ABD dolar\u0131ndan 2030'a kadar 4,02 milyar ABD dolar\u0131na y\u00fckselece\u011fi tahmin edilmektedir<\/a>derin \u00f6\u011frenme tabanl\u0131 yakla\u015f\u0131mlar bask\u0131nd\u0131r. Bu sistemlere g\u00fc\u00e7 veren g\u00f6m\u00fcl\u00fc bilgi i\u015flem platformunu in\u015fa eden veya tedarik eden \u00fcreticiler i\u00e7in RK3588 iyi tan\u0131mlanm\u0131\u015f ve savunulabilir bir konuma sahiptir: \u00fcretim s\u0131n\u0131f\u0131 denetim g\u00f6revleri i\u00e7in yeterli NPU performans\u0131, ISP ve end\u00fcstriyel I\/O dahil olmak \u00fczere tam SoC entegrasyonu ve filo \u00f6l\u00e7e\u011finde da\u011f\u0131t\u0131m\u0131 ekonomik olarak rasyonel hale getiren bir g\u00fc\u00e7 \/ maliyet profili.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">Platform her denetim problemi i\u00e7in bir \u00e7\u00f6z\u00fcm de\u011fildir. Mikron alt\u0131 metroloji, 16'dan fazla e\u015fzamanl\u0131 kamera ak\u0131\u015f\u0131 ve zor ger\u00e7ek zamanl\u0131 kontrol d\u00f6ng\u00fclerinin t\u00fcm\u00fc farkl\u0131 mimariler gerektirir. Ancak end\u00fcstriyel makine g\u00f6r\u00fc\u015f\u00fcn\u00fcn geni\u015f orta band\u0131 i\u00e7in - y\u00fczey denetimi, bile\u015fen alg\u0131lama, AOI, boyutsal do\u011frulama - RK3588 ciddi m\u00fchendislik de\u011ferlendirmesine de\u011fer bir platformdur.<\/span><\/p><p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\">ieeker's'i ke\u015ffedin <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/tr\/rk3588-embedded-sbc-board\/\" target=\"_blank\" rel=\"noopener\">RK3588 g\u00f6m\u00fcl\u00fc SBC serisi<\/a> veya bizim okuyun <a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/ieeker.com\/tr\/embedded-linux-board-industrial-sbc-guide\/\" target=\"_blank\" rel=\"noopener\">eksiksiz g\u00f6m\u00fcl\u00fc Linux kart k\u0131lavuzu<\/a> daha geni\u015f platform ba\u011flam\u0131 i\u00e7in.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-253eb4d elementor-widget elementor-widget-text-editor\" data-id=\"253eb4d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"font-claude-response-body break-words whitespace-normal leading-[1.7]\"><span style=\"font-size: 14pt;\"><em>Kaynaklar ve Referanslar:<\/em><\/span><\/p><ul class=\"[li_&amp;]:mb-0 [li_&amp;]:mt-1 [li_&amp;]:gap-1 [&amp;:not(:last-child)_ul]:pb-1 [&amp;:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3\"><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/industrial-machine-vision-market-234246734.html\" target=\"_blank\" rel=\"noopener\">Yapay G\u00f6rme Pazar B\u00fcy\u00fckl\u00fc\u011f\u00fc ve Pay\u0131 2025-2030 - MarketsandMarkets<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.futuremarketinsights.com\/reports\/ai-industrial-defect-detection-market\" target=\"_blank\" rel=\"noopener\">Yapay Zeka End\u00fcstriyel Hata Tespit Pazar\u0131 2025-2035 - Future Market Insights<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/nyaspubs.onlinelibrary.wiley.com\/doi\/10.1111\/nyas.70156?af=R\" target=\"_blank\" rel=\"noopener\">SMF-DETR: RK3588'de Rulman Kusuru Tespiti - Annals of New York Academy of Sciences (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.nature.com\/articles\/s41598-025-16043-z\" target=\"_blank\" rel=\"noopener\">RK3588'de Ger\u00e7ek Zamanl\u0131 Tel Halat Tespiti - Scientific Reports (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S259012302502506X\" target=\"_blank\" rel=\"noopener\">PCB Y\u00fczey Kusur Tespiti \u0130ncelemesi - ScienceDirect (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/tinycomputers.io\/posts\/rockchip-rk3588-npu-benchmarks.html\" target=\"_blank\" rel=\"noopener\">RK3588 NPU Benchmarklar\u0131 - TinyComputers.io (2025)<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/www.globalgrowthinsights.com\/market-reports\/industrial-production-machine-vision-system-market-116855\" target=\"_blank\" rel=\"noopener\">End\u00fcstriyel Yapay G\u00f6rme Pazar\u0131 2025 - K\u00fcresel B\u00fcy\u00fcme \u00d6ng\u00f6r\u00fcleri<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/en.wikipedia.org\/wiki\/Automated_optical_inspection\" target=\"_blank\" rel=\"noopener\">Otomatik Optik Muayene - Vikipedi<\/a><\/span><\/li><li class=\"font-claude-response-body whitespace-normal break-words pl-2\"><span style=\"font-size: 14pt;\"><a class=\"underline underline underline-offset-2 decoration-1 decoration-current\/40 hover:decoration-current focus:decoration-current\" href=\"https:\/\/github.com\/rockchip-linux\/rknn-toolkit2\" target=\"_blank\" rel=\"noopener\">RKNN-Toolkit2 - Rockchip GitHub<\/a><\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>RK3588, 5-6W'da INT8 \u00e7\u0131kar\u0131m\u0131n\u0131 ger\u00e7ekle\u015ftiren 6 TOPS NPU ile 54+ FPS'de YOLOv5'leri ve cihaz \u00fczerinde 58 FPS'de hafif alg\u0131lama transformat\u00f6rlerini \u00e7al\u0131\u015ft\u0131ran end\u00fcstriyel makine g\u00f6r\u00fc\u015f\u00fc ve kusur tespiti i\u00e7in kan\u0131tlanm\u0131\u015f bir platformdur. Maliyet, g\u00fc\u00e7 ve form fakt\u00f6r\u00fcn\u00fcn \u00f6nemli oldu\u011fu tek hatl\u0131 AOI, \u00e7oklu kamera denetim d\u00fc\u011f\u00fcmleri ve g\u00f6m\u00fcl\u00fc ak\u0131ll\u0131 kamera uygulamalar\u0131na uyar. Mikron alt\u0131 yar\u0131 iletken metrolojisi veya 32 kameral\u0131 e\u015fzamanl\u0131 ak\u0131\u015flar i\u00e7in \u00f6zel bir h\u0131zland\u0131r\u0131c\u0131 daha iyi bir yoldur.<\/p>","protected":false},"author":2,"featured_media":10292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-10289","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>RK3588 Machine Vision &amp; Defect Detection: Industrial AI Guide 2026<\/title>\n<meta name=\"description\" content=\"How does RK3588 perform in real industrial machine vision deployments? 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