{"id":12205,"date":"2021-09-04T10:13:00","date_gmt":"2021-09-04T05:43:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=12205"},"modified":"2021-09-19T16:44:22","modified_gmt":"2021-09-19T12:14:22","slug":"creating-a-real-time-license-plate-detection-and-recognition-app","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/","title":{"rendered":"\u067e\u0631\u0648\u0698\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc Nvidia"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u06cc\u0627 ANPR \u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0622\u0646\u0627\u0644\u06cc\u0632 \u0647\u0648\u0634\u0645\u0646\u062f \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062b\u0627\u0628\u062a \u0648 \u0645\u062a\u062d\u0631\u06a9 \u062f\u0631 \u0634\u0647\u0631\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0633\u062a. \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u06a9\u0647 \u0628\u0647 \u0646\u0627\u0645 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0627\u0631\u06a9\u06cc\u0646\u06af\u060c \u0628\u0627\u062c\u0647 \u0647\u0627\u06cc \u0639\u0648\u0627\u0631\u0636\u06cc \u060c \u062b\u0628\u062a \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062e\u0648\u062f\u0631\u0648 \u062f\u0631 \u0648\u0631\u0648\u062f\u06cc \u067e\u0627\u0631\u06a9\u06cc\u0646\u06af \u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0648 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0646\u0628\u0627\u0631 \u0647\u0627 \u0631\u0627 \u0646\u0627\u0645 \u0628\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a Real-Time \u0628\u0631\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0632\u0627\u0631 \u0627\u0645\u0631\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a. \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0646\u0628\u0648\u062f\u0646 \u0627\u0632 \u0646\u0638\u0631 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0628\u0647 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0646\u0633\u0628\u062a\u0627 \u0628\u0627\u0644\u0627\u06cc\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0627\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0646\u0638\u0631 \u0647\u0632\u06cc\u0646\u0647 \u062a\u0645\u0627\u0645 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0634\u062a\u0631\u06cc\u0627\u0646\u060c \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0634\u0648\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-1024x576.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9\" class=\"wp-image-12206\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-1024x576.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9-768x432.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a9.jpg 1259w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0641\u0631\u0627\u06cc\u0646\u062f \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc \u0634\u0627\u0645\u0644 \u0645\u0631\u0627\u062d\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0644\u0627\u06a9 \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0627\u0631\u06a9\u062a\u0631 \u0647\u0627 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u061b \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0646\u0648\u06cc\u0633\u0647 \u062e\u0648\u0627\u0646 (OCR) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0645\u06cc\u0642 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 (LPD) \u0648 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc (LPR) \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u0642\u0627\u0644\u06cc NVIDIA (TLT) \u0628\u0647 \u0634\u0645\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0627\u062f\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u067e\u0631\u0648\u0698\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 TLT \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DeepStream SDK \u0645\u0633\u062a\u0642\u0631 \u0634\u062f\u0647 \u0648 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0628\u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0632 TLT \u060c \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0627\u0632 NGC \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u0645\u062f\u0644 TrafficCamNet \u06cc\u0627 DashCamNet \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647<\/li>\n<li>\u0645\u062f\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 (LPD) \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0647\u0627<\/li>\n<li>\u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 (LPR) \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u0645\u062a\u0646<\/li>\n<li>DeepStream SDK<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0647\u0645\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u06cc\u06af\u0627\u0646 \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631 NVIDIA NGC \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f. TLT \u062f\u0648 \u0645\u062f\u0644 LPD \u0648 \u062f\u0648 \u0645\u062f\u0644 LPR \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f: \u06cc\u06a9\u06cc \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u06a9\u0634\u0648\u0631 \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0686\u06cc\u0646 \u0622\u0645\u0627\u062f\u0647 \u06af\u0631\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0647 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc LPD \u0648 LPR \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"95\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a92.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a92\" class=\"wp-image-12207\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a92.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a92-300x28.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a92-768x71.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u062e\u0637 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 ALPR \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 TLT \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 tlt-launcher \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0644\u0627\u0646\u0686\u0631 TLT\u060c \u0622\u062f\u0631\u0633 ~\/tlt-experiments \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0644\u0648\u06a9\u0627\u0644 \u0631\u0627 \u0645\u0634\u0627\u0628\u0647 \u0622\u062f\u0631\u0633 \u0641\u0627\u06cc\u0644 ~\/.tlt_mounts.json \u062f\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 Docker \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0647<a href=\"https:\/\/docs.nvidia.com\/metropolis\/TLT\/tlt-user-guide\/text\/tlt_launcher.html\" target=\"_blank\" rel=\"noopener\"> \u0644\u0627\u0646\u0686\u0631 TLT<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0644\u0627\u0646\u0686\u0631 TLT \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">pip3 install nvidia-pyindex\npip3 install nvidia-tlt<\/pre>\n<p dir=\"ltr\">\n<\/p><p style=\"text-align: justify;\">\u0641\u0627\u06cc\u0644 ~\/.tlt_mounts.json \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">{\n    \"Mounts\": [\n        {\n            \"source\": \"\/home\/&lt;username&gt;\/tlt-experiments\",\n            \"destination\": \"\/workspace\/tlt-experiments\"\n        },\n        {\n            \"source\": \"\/home\/&lt;username&gt;\/openalpr\",\n            \"destination\": \"\/workspace\/openalpr\"\n        }\n\n    ]\n}<\/pre>\n<p><\/p>\n<p style=\"text-align: justify;\">\u0645\u0633\u06cc\u0631 \/home\/&lt;username&gt;\/tlt-experiments \u0628\u0631 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0645\u0633\u06cc\u0631 \/workspace\/tlt-experiments \u062f\u0627\u062e\u0644 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0645\u0633\u06cc\u0631 \/home\/&lt;username&gt;\/openalpr \u0628\u0631 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0645\u0633\u06cc\u0631 \/workspace\/openalpr \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0647\u06cc\u062f.<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%D9%85%D8%AD%D9%84_%D9%BE%D9%84%D8%A7%DA%A9_LPD\" >\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 (LPD)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%AF%DB%8C%D8%AA%D8%A7%D8%B3%D8%AA\" >\u062f\u06cc\u062a\u0627\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%85%D8%B9%D8%B1%D9%81%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85\" >\u0645\u0639\u0631\u0641\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_LPD\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LPD<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%AF%DB%8C%D8%AA%D8%A7%D8%B3%D8%AA_%D8%B1%D8%A7_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u062f\u06cc\u062a\u0627\u0633\u062a \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%81%D8%A7%DB%8C%D9%84_%D9%85%D8%B4%D8%AE%D8%B5%D8%A7%D8%AA_%D8%B1%D8%A7_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0641\u0627\u06cc\u0644 \u0645\u0634\u062e\u0635\u0627\u062a \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4\" >\u0622\u0645\u0648\u0632\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D9%85%D8%AF%D9%84\" >\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_LPD_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87\" >\u062f\u0642\u062a \u0645\u062f\u0644 LPD \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%BE%D9%84%D8%A7%DA%A9_%D8%AE%D9%88%D8%A7%D9%86%DB%8C_LPR\" >\u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc (LPR)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%85%D8%B9%D8%B1%D9%81%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-2\" >\u0645\u0639\u0631\u0641\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_LPR\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LPR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%D8%A7%D8%AA\" >\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4-2\" >\u0622\u0645\u0648\u0632\u0634<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D9%85%D8%AF%D9%84-2\" >\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_LPR_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87\" >\u062f\u0642\u062a \u0645\u062f\u0644 LPR \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_LPD_%D9%88_LPR_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_DeepStream_SDK\" >\u0627\u0633\u062a\u0642\u0631\u0627\u0631 LPD \u0648 LPR \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DeepStream SDK<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D9%85%D8%AF%D9%84_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%AF%D8%A7%D9%86%D9%84%D9%88%D8%AF_%D9%88_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\" >\u0639\u0645\u0644\u06a9\u0631\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%B3%D8%AA%D9%82%D9%84_LPR\" >\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0633\u062a\u0642\u0644 LPR<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%85%D9%88%D9%86%D9%87\" >\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/creating-a-real-time-license-plate-detection-and-recognition-app\/#%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\" >\u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-lpd\"><span class=\"ez-toc-section\" id=\"%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%DB%8C%DB%8C_%D9%85%D8%AD%D9%84_%D9%BE%D9%84%D8%A7%DA%A9_LPD\"><\/span><strong>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 (LPD)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u0686\u06af\u0648\u0646\u06af\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062f\u0644 LPD \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 OpenALPR \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-\"><span class=\"ez-toc-section\" id=\"%D8%AF%DB%8C%D8%AA%D8%A7%D8%B3%D8%AA\"><\/span><strong>\u062f\u06cc\u062a\u0627\u0633\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u0632 <a href=\"https:\/\/github.com\/openalpr\/benchmarks\" target=\"_blank\" rel=\"noopener\">\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 OpenALPR<\/a> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u06cc LPD \u0631\u0627 \u0627\u0632 NGC \u06af\u0631\u0641\u062a\u0647 \u0648 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 OpenALPR&nbsp; \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 (Fine-Tune) \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--1\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D8%B1%D9%81%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85\"><\/span><strong>\u0645\u0639\u0631\u0641\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 LPD \u0628\u0631 \u0627\u0633\u0627\u0633 \u0634\u0628\u06a9\u0647 \u06cc Detectnet_v2 \u0627\u0632 TLT \u0622\u0645\u0627\u062f\u0647 \u06af\u0631\u062f\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0645\u06cc\u0632\u0627\u0646 \u062f\u0642\u062a \u0645\u0631\u062d\u0644\u0647 \u06cc\u0627\u0641\u062a\u0646 \u0645\u062d\u0644 \u067e\u0644\u0627\u06a9 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u0636\u0631\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627 \u06a9\u0627\u0647\u0634 \u06cc\u0627\u0628\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0622\u0645\u0648\u0632\u0634 \u062f\u0631 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0641\u0627\u0632 \u0627\u0648\u0644 \u060c \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc ( Regularization ) \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u062d\u0630\u0641 \u0633\u0627\u0632\u06cc ( Pruning ) \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u06a9\u0646\u062f. \u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u060c \u0634\u0645\u0627 \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u0632\u0627\u0646 \u06a9\u0631\u0646\u0644 \u0622\u0646\u0647\u0627 \u06a9\u0645\u062a\u0631 \u0627\u0632 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0633\u062a \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645 \u060c \u0634\u0628\u06a9\u0647 Pruning \u062f\u0648\u0628\u0627\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u062f. \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645 \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lpd-1\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_LPD\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LPD<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631<a href=\"https:\/\/ngc.nvidia.com\/\" target=\"_blank\" rel=\"noopener\"> NVIDIA NGC<\/a> \u062b\u0628\u062a \u0646\u0627\u0645 \u06a9\u0631\u062f\u0647 \u0648 <a href=\"https:\/\/docs.nvidia.com\/metropolis\/TLT\/tlt-user-guide\/text\/tlt_launcher.html\" target=\"_blank\" rel=\"noopener\">\u0644\u0627\u0646\u0686\u0631 TLT \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a>. \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 LPD \u060c \u0646\u0648\u062a \u0628\u0648\u06a9 LPD \u0631\u0627 \u0627\u0632 NGC \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633\u060c <a href=\"https:\/\/ngc.nvidia.com\/models\/nvidia:tlt_lpdnet\" target=\"_blank\" rel=\"noopener\">\u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 NGC LPD<\/a> \u06cc\u0639\u0646\u06cc usa_unpruned.tlt \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--2\"><span class=\"ez-toc-section\" id=\"%D8%AF%DB%8C%D8%AA%D8%A7%D8%B3%D8%AA_%D8%B1%D8%A7_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u062f\u06cc\u062a\u0627\u0633\u062a \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u0628\u062a\u062f\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0646\u0686\u0645\u0627\u0631\u06a9 OpenALPR \u0631\u0627 \u0647\u0645\u06af\u0627\u0645 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ git clone https:\/\/github.com\/openalpr\/benchmarks benchmarks<\/pre>\n<p style=\"text-align: justify;\">\u0633\u067e\u0633\u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631\/\u0628\u0631\u0686\u0633\u0628 \u0647\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpd\/lpd_prepare_data.py\" target=\"_blank\" rel=\"noopener\">lpd_prepare_data.py<\/a> \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ python lpd_prepare_data.py --input_dir benchmarks\/endtoend\/us --output_dir  lpd  --target_width  640 --target_height 480<\/pre>\n<p style=\"text-align: justify;\">\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062f\u0648 \u0642\u0633\u0645\u062a \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f: \u06f8\u06f0\u066a \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u06f2\u06f0\u066a \u0628\u0631\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc. \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f tfrecords \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u0634\u062e\u0635\u0627\u062a \u0628\u0647 \u0646\u0627\u0645 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpd\/SPECS_tfrecord.txt\" target=\"_blank\" rel=\"noopener\">SPECS_tfrecord.txt<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt detectnet_v2 dataset_convert -d \/workspace\/openalpr\/SPECS_tfrecord.txt -o \/workspace\/openalpr\/lpd_tfrecord\/lpd<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--3\"><span class=\"ez-toc-section\" id=\"%D9%81%D8%A7%DB%8C%D9%84_%D9%85%D8%B4%D8%AE%D8%B5%D8%A7%D8%AA_%D8%B1%D8%A7_%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u0641\u0627\u06cc\u0644 \u0645\u0634\u062e\u0635\u0627\u062a \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u062a\u0647\u06cc\u0647 \u062f\u06cc\u062a\u0627\u0633\u062a\u060c \u0628\u0627 \u062f\u0627\u0646\u0644\u0648\u062f <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpd\/SPECS_train.txt\" target=\"_blank\" rel=\"noopener\">\u0645\u0634\u062e\u0635\u0627\u062a \u0622\u0645\u0648\u0632\u0634<\/a>\u060c \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 pretrained_model_file \u062f\u0631 \u0641\u0627\u06cc\u0644 \u0645\u0634\u062e\u0635\u0627\u062a\u060c \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 NGC \u0631\u0627 \u0628\u0631\u0627\u06cc LPD \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647 \u0631\u0627 \u0631\u0648\u06cc \u06f4 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u06f1\u06f2\u06f0 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0622\u0645\u0648\u0632\u0634 \u0630\u0631 \u0647\u0631 \u06f1\u06f0 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--4\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p class=\"wp-block-preformatted\">\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc OpenALPR \u060c \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt detectnet_v2 train -e \/workspace\/openalpr\/SPECS_train.txt -r \/workspace\/openalpr\/exp_unpruned -k nvidia_tlt\n<\/pre>\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0622\u0645\u0648\u0632\u0634\u060c \u06af\u0632\u0627\u0631\u0634 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0642\u062a (AP) \u0631\u0627 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">class name      average precision (in %)\n------------  --------------------------\nlpd                     82.2808<\/pre>\n<p style=\"text-align: justify;\">\u0628\u0639\u062f \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0646\u06cc\u0632 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u062f\u0644 \u0627\u0635\u0644\u0627\u062d \u06a9\u0646\u06cc\u062f. \u0646\u062d\u0648\u0647 \u0627\u0635\u0644\u0627\u062d \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631\u060c \u0628\u0647 <a href=\"https:\/\/docs.nvidia.com\/metropolis\/TLT\/tlt-getting-started-guide\/text\/pruning_model.html\" target=\"_blank\" rel=\"noopener\">\u0627\u0635\u0644\u0627\u062d \u0645\u062f\u0644<\/a> \u06cc\u0627 <a href=\"https:\/\/developer.nvidia.com\/blog\/training-custom-pretrained-models-using-tlt\/\" target=\"_blank\" rel=\"noopener\">\u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 NVIDIA<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--5\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D9%85%D8%AF%D9%84\"><\/span><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u060c \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f. \u0641\u0631\u0645\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 .etlt \u06cc\u0627 TLT \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u062f\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646 \u06a9\u0644\u06cc\u062f \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0645\u062f\u0644 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0646\u0647\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0642\u062a INT8 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u062c\u062f\u0648\u0644 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646 INT8 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. TLT \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0631 DeepStream SDK \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644 LPD \u062f\u0631 INT8 \u060c \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0627\u0628\u062a\u062f\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc INT8 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 &#8211;cal_image_dir \u06a9\u0627\u0644\u06cc\u0628\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u06a9\u0644\u06cc\u062f \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 -k \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0644\u06cc\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0647\u0631 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0628\u0627\u0634\u062f. \u067e\u0631\u0648\u0646\u062f\u0647 .etlt \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0648 \u062d\u0627\u0641\u0638\u0647 \u067e\u0646\u0647\u0627\u0646 \u06a9\u0627\u0644\u06cc\u0628\u0631\u0627\u0633\u06cc\u0648\u0646 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 -o \u0648 &#8211; &#8211;cal_cache_file \u0645\u0634\u062e\u0635 \u0645\u06cc \u0634\u0648\u0646\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0645\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644 \u060c \u0628\u0647 \u0627\u0633\u0646\u0627\u062f <a href=\"https:\/\/docs.nvidia.com\/metropolis\/TLT\/tlt-user-guide\/text\/object_detection\/detectnet_v2.html\" target=\"_blank\" rel=\"noopener\">TLT DetectNet_v2<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\">$ tlt detectnet_v2 export -m \/workspace\/openalpr\/exp_unpruned\/weights\/model.tlt -o \/workspace\/openalpr\/export\/unpruned_model.etlt --cal_cache_file \/workspace\/openalpr\/export\/calibration.bin -e \/workspace\/openalpr\/SPECS_train.txt -k nvidia_tlt --cal_image_dir \/workspace\/openalpr\/lpd\/data\/image --data_type int8 --batch_size 4 --batches 10 \u2013-engine_file \/workspace\/openalpr\/export\/unpruned_int8.trt<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lpd-2\"><span class=\"ez-toc-section\" id=\"%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_LPD_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87\"><\/span><strong>\u062f\u0642\u062a \u0645\u062f\u0644 LPD \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647\u060c \u0645\u0627 \u062f\u0648 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645: \u06cc\u06a9\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 LPD \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0632 \u0635\u0641\u0631 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a. \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u062a\u0648\u0633\u0637 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u062f\u0642\u062a (mAP) \u062f\u0648 \u0645\u062f\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u060c \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0648\u0686\u06a9 \u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u06cc\u0644\u06cc \u0633\u0631\u06cc\u0639 \u062a\u0631 \u0628\u0647 \u062f\u0642\u062a \u0647\u062f\u0641 \u062e\u0648\u062f \u0628\u0631\u0633\u06cc\u062f. \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0645\u062f\u0644 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f\u060c \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u062d\u062a\u06cc\u0627\u062c \u062f\u0627\u0631\u06cc\u062f \u0648 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062f\u0642\u062a \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062f\u06cc\u062a\u0627\u0633\u062a\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u062f\u0631 TLT Docker \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062f\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt detectnet_v2 evaluate -m \/workspace\/openalpr\/exp_unpruned\/weights\/model.tlt -k nvidia_tlt -e \/workspace\/openalpr\/SPECS_train.txt<\/pre>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u0645\u062f\u0644<\/th><th>\u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u0647\u0627<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/th><th>mAP<\/th><\/tr><\/thead><tbody><tr><td>\u0645\u062f\u0644 LPD \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0632 \u0635\u0641\u0631<\/td><td>\u06f1\u06f2\u06f0<\/td><td>\u06f4<\/td><td>\u06f5\u06f3\u066b\u06f1\u06f1%<\/td><\/tr><tr><td>\u0645\u062f\u0644 LPD \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642<\/td><td>\u06f1\u06f2\u06f0<\/td><td>\u06f4<\/td><td>\u06f8\u06f2\u066b\u06f2\u06f8%<\/td><\/tr><\/tbody><\/table><figcaption>\u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0648 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0632 \u0635\u0641\u0631<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-lpr\"><span class=\"ez-toc-section\" id=\"%D9%BE%D9%84%D8%A7%DA%A9_%D8%AE%D9%88%D8%A7%D9%86%DB%8C_LPR\"><\/span><strong>\u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc (LPR)<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u0628\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LPR \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645. NVIDIA \u0645\u062f\u0644 \u0647\u0627\u06cc LPRNet \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u06cc \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0648 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0686\u06cc\u0646\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 <a href=\"https:\/\/ngc.nvidia.com\/models\/nvidia:tlt_lprnet\" target=\"_blank\" rel=\"noopener\">\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u062f\u0644 <\/a>\u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u0627 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u0632 LPRNet \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0642\u0637\u0647 \u0634\u0631\u0648\u0639 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--6\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u0627\u0646\u0646\u062f \u0645\u0631\u062d\u0644\u0647 \u0642\u0628\u0644 LPRNet \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 OpenALPR \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0647 \u06f8\u06f0\u066a (\u06f1\u06f7\u06f7 \u062a\u0635\u0648\u06cc\u0631) \u0622\u0645\u0648\u0632\u0634 \u0648 \u06f2\u06f0\u066a (\u06f4\u06f4 \u062a\u0635\u0648\u06cc\u0631) \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--7\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%B9%D8%B1%D9%81%DB%8C_%D8%A7%D9%84%DA%AF%D9%88%D8%B1%DB%8C%D8%AA%D9%85-2\"><\/span><strong>\u0645\u0639\u0631\u0641\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646\u06cc \u060c \u0634\u0645\u0627 \u0631\u0634\u062a\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0647\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0642\u06cc\u0642\u0627\u064b \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u060c \u0627\u0628\u062a\u062f\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u067e\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0627\u0646\u0646\u062f ResNet 10\/18 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647 \u0648 \u0627\u0633\u0627\u0633 LPRNet \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u06af\u0627\u0645 \u0627\u0635\u0644\u06cc \u0634\u0628\u06a9\u0647 ResNet \u0628\u0631\u0627\u0628\u0631 \u06f3\u06f2 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u0646\u0627\u0633\u0628 \u0628\u0647\u062a\u0631 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0648\u0686\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u067e\u0644\u0627\u06a9\u060c \u06af\u0627\u0645 \u0631\u0627 \u0627\u0632 \u06f3\u06f2 \u0628\u0647 \u06f4 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u060c \u0633\u067e\u0633 \u0648\u06cc\u0698\u06af\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f. \u0628\u0631 \u062e\u0644\u0627\u0641 \u06a9\u0627\u0631 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0647\u0627 \u0645\u062f\u0644 \u0641\u0642\u0637 \u0628\u0647 \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0644\u0627\u0633 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f\u060c \u0645\u062f\u0644 LPRNet \u062a\u0648\u0627\u0644\u06cc \u0627\u06cc \u0627\u0632 \u0634\u0646\u0627\u0633\u0647 \u0647\u0627\u06cc \u06a9\u0644\u0627\u0633 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0648\u06cc\u0698\u06af\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0637\u0648\u0644 \u0628\u0639\u062f \u0627\u0641\u0642\u06cc \u0628\u0647 \u0628\u0631\u0634 \u0647\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0628\u0647 \u0647\u0631 \u0628\u0631\u0634 \u06cc\u06a9 \u0634\u0646\u0627\u0633\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u0627\u0632 \u0636\u0631\u0631 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0632\u0645\u0627\u0646\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647 (CTC) \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u062a\u0648\u0627\u0644\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0627\u0632 \u0636\u0631\u0631 CTC \u0628\u06cc\u0646 \u062a\u0648\u0627\u0644\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u06cc\u06a9 \u067e\u0644\u0627\u06a9 \u0648 \u062a\u0648\u0627\u0644\u06cc \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c LPRNet \u06cc\u06a9 \u0645\u062f\u0644 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0648\u0627\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0645\u0628\u0646\u0627\u06cc ResNet \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0634\u0628\u06a9\u0647 \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062f\u0631 \u0641\u0631\u0645\u062a \u062a\u0648\u0627\u0644\u06cc \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633\u060c \u062d\u0631\u0648\u0641 \u067e\u0644\u0627\u06a9 \u0627\u0632 \u062e\u0631\u0648\u062c\u06cc \u062a\u0648\u0627\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc CTC \u060c \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0631\u0648\u0634 \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0628\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"136\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a93.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a93\" class=\"wp-image-12209\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a93.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a93-300x40.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a93-768x102.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lpr-1\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_LPR\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LPR<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0622\u0645\u0648\u0632\u0634 LPRNet \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 TLT \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u0637\u0631\u0641 \u0634\u0645\u0627 \u0646\u062f\u0627\u0631\u062f. \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u06a9\u062f \u0647\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--8\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span><strong>\u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \/home\/&lt;username&gt;\/tlt-experiments\/ \u0645\u0627\u0634\u06cc\u0646 \u0645\u062d\u0644\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0645\u0633\u06cc\u0631 \u0646\u0642\u0634\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0631 Docker \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632 tlt \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u0628\u062a\u062f\u0627 \u0628\u0646\u0686 \u0645\u0627\u0631\u06a9 OpenALPR \u0631\u0627 \u0627\u0632&nbsp;<a href=\"https:\/\/github.com\/openalpr\/benchmarks\" target=\"_blank\" rel=\"nofollow external noopener noreferrer\" data-wpel-link=\"external\">openalpr\/benchmarks<\/a> \u06a9\u067e\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ git clone https:\/\/github.com\/openalpr\/benchmarks benchmarks<\/pre>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpr\/preprocess_openalpr_benchmark.py\" target=\"_blank\" rel=\"noopener\">\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a preprocess_openalpr_benchmark.py<\/a> \u0622\u0646 \u0631\u0627 \u0628\u0647 train \u0648 val \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ python preprocess_openalpr_benchmark.py --input_dir=.\/benchmarks\/endtoend\/us --output_dir=.\/data\/openalpr<\/pre>\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 OpenALPR \u0628\u0647 \u0641\u0631\u0645\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 TLT \u0628\u0647 \u0622\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u067e\u0644\u0627\u06a9 \u0628\u0631\u0634 \u062e\u0648\u0631\u062f\u0647 \u062d\u0627\u0648\u06cc \u0645\u062a\u0646 \u0648 \u062f\u0627\u0631\u0627\u06cc \u0628\u0631\u0686\u0633\u0628 \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u062d\u0642\u06cc\u0642\u06cc \u062a\u0635\u0648\u06cc\u0631 \u067e\u0644\u0627\u06a9 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 characters_list.txt \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0631\u062c\u0639 \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--9\"><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%D8%A7%D8%AA\"><\/span><strong>\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u060c \u0627\u0628\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u062f\u0644 LPRNet \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f.&nbsp; \u0641\u0627\u06cc\u0644 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpr\/tutorial_spec.txt\" target=\"_blank\" rel=\"noopener\">\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0646\u0645\u0648\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 LPR<\/a> \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0648 \u062f\u0631 \u0645\u0633\u06cc\u0631 \/home\/&lt;username&gt;\/tlt-experiments\/lprnet&nbsp;\u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 LPRNet \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc\u060c \u06cc\u06a9 \u0645\u062f\u0644 LPRNet \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0631 \u0645\u0628\u0646\u0627\u06cc ResNet18 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u067e\u0627\u06cc\u0647 \u06a9\u0627\u0631 \u0634\u0645\u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06f2\u06f4 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647 \u06f3\u06f2\u060c \u062a\u0646\u0638\u06cc\u0645 L2 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u06f0\u066b\u06f0\u06f0\u06f0\u06f5 \u0648 soft_start_annealing_schedule \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u063a\u06cc\u0631 \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0639\u0645\u0627\u0644 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0633\u0628 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u067e\u0631\u0648\u0646\u062f\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u060c \u0628\u0647 <a href=\"https:\/\/docs.nvidia.com\/metropolis\/TLT\/tlt-user-guide\/text\/character_recognition\/lprnet.html\" target=\"_blank\" rel=\"noopener\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/a> \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0645\u0686\u0646\u06cc\u0646 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpr\/tutorial_spec_scratch.txt\" target=\"_blank\" rel=\"noopener\">\u06cc\u06a9 \u0641\u0627\u06cc\u0644<\/a> \u0645\u062e\u0635\u0648\u0635 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642\u060c \u0628\u0627\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0632\u0631\u06af\u062a\u0631 \u06a9\u0646\u06cc\u062f. \u0627\u06af\u0631\u0686\u0647 \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u062a\u0648\u0635\u06cc\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0646\u06cc\u0633\u062a\u060c \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--10\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4-2\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0634\u062e\u0635\u0627\u062a \u0622\u0632\u0645\u0627\u06cc\u0634 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u060c \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 TLT \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f. \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 LPRNet \u0628\u0627 \u06cc\u06a9 GPU \u0648\u0627\u062d\u062f \u0648 \u0645\u062f\u0644 LPRNet \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt lprnet train -e \/workspace\/tlt-experiments\/lprnet\/tutorial_spec.txt -r \/workspace\/tlt-experiments\/lprnet\/ -k nvidia_tlt -m \/workspace\/tlt-experiments\/lprnet\/us_lprnet_baseline18_trainable.tlt<\/pre>\n<p style=\"text-align: justify;\">TLT \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0686\u0646\u062f GPU (\u0645\u0648\u0627\u0632\u06cc \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627) \u0648 <a href=\"https:\/\/developer.nvidia.com\/automatic-mixed-precision\" target=\"_blank\" rel=\"noopener\">\u062f\u0642\u062a \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 (AMP)<\/a> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0622\u0645\u0648\u0632\u0634\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u0646\u062f GPU \u0631\u0627 \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 &lt;gpus &lt;num_gpus&#8211; \u0648 \u0622\u0645\u0648\u0632\u0634 \u062f\u0642\u062a \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0627 \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647 use_amp&#8211; \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u06af\u0632\u0627\u0631\u0634 \u0622\u0645\u0648\u0632\u0634\u060c \u06a9\u0647 \u0634\u0627\u0645\u0644 \u062f\u0642\u062a \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc\u060c \u0636\u0631\u0631 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a \u060c \u0628\u0647 \u0641\u0631\u0645\u062a .csv \u062f\u0631 \u0645\u0633\u06cc\u0631 &lt;results_dir&gt; \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631\u060c \u06af\u0632\u0627\u0631\u0634 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">epoch,accuracy,loss,lr\n\u06f0,nan,1.085993747589952,1e-05\n\u06f1,nan,0.9726232198503731,1e-05\n\u06f2,nan,0.9452087508756563,1e-05\n\u06f3,nan,0.7897920507495686,1e-05\n\u06f4,\u06f0\u066b\u06f8\u06f4\u06f0\u06f9\u06f0\u06f9\u06f0\u06f9\u06f0\u06f9\u06f0\u06f9\u06f0\u06f9\u06f0\u06f9,\u06f0\u066b\u06f5\u06f7\u06f5\u06f3\u06f7\u06f7\u06f1\u06f6\u06f3\u06f5\u06f7\u06f7\u06f2\u06f1\u06f4\u06f5,\u06f1e-05               \n\u2026\u2026.<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--11\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D9%85%D8%AF%D9%84-2\"><\/span><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 LPR \u062f\u0631 DeepStream \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0641\u0631\u0645\u062a .etlt \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631\u060c LPR \u0641\u0642\u0637 \u0627\u0632 \u062f\u0642\u062a FP32 \u0648 FP16 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062f\u0644 LPD \u060c \u0627\u0633\u062a\u062e\u0631\u0627\u062c LPR \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u062a\u0631 \u0627\u0633\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt lprnet export -m \/workspace\/tlt-experiments\/lprnet\/weights\/lprnet_epoch-24.tlt -k nvidia_tlt -e \/workspace\/tlt-experiments\/lprnet\/tutorial_spec.txt<\/pre>\n<p>\u0645\u062f\u0644 .etlt \u062e\u0631\u0648\u062c\u06cc \u062f\u0631 \u0647\u0645\u0627\u0646 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u06a9\u0647 \u0645\u062f\u0644 .tlt \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lpr-2\"><span class=\"ez-toc-section\" id=\"%D8%AF%D9%82%D8%AA_%D9%85%D8%AF%D9%84_LPR_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%DB%8C%D8%AF%D9%87\"><\/span><strong>\u062f\u0642\u062a \u0645\u062f\u0644 LPR \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u0639\u06cc\u0627\u0631 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc LPR \u062f\u0642\u062a \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u0627\u0633\u062a. \u0627\u06af\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0648 \u062a\u0648\u0627\u0644\u06cc \u067e\u0644\u0627\u06a9 \u0635\u062d\u06cc\u062d \u0628\u0627\u0634\u0646\u062f\u060c \u062a\u0634\u062e\u06cc\u0635 \u062f\u0631\u0633\u062a \u062a\u0644\u0642\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u062f\u0631 TLT Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ tlt lprnet evaluate -m \/workspace\/tlt-experiments\/lprnet\/weights\/lprnet_epoch-24.tlt -k nvidia_tlt -e \/workspace\/tlt-experiments\/lprnet\/tutorial_spec.txt<\/pre>\n<p style=\"text-align: justify;\">\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0648 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 LPRNet \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u0645\u062f\u0644<\/th><th>\u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u0647\u0627<\/th><th>\u062f\u0642\u062a \u0622\u0645\u0648\u0632\u0634<\/th><th>\u062f\u0642\u062a \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/th><\/tr><\/thead><tbody><tr><td>baseline18_unpruned_from_scratch<\/td><td>100<\/td><td>0%<\/td><td>0%<\/td><\/tr><tr><td>baseline18_unpruned_from_pretrained<\/td><td>24<\/td><td>98.87%<\/td><td>90.90%<\/td><\/tr><\/tbody><\/table><figcaption>\u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627<\/figcaption><\/figure>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u06a9\u0645\u062a\u0631\u06cc \u0628\u0647 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0633\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u0639\u06a9\u0633\u060c \u0647\u0646\u06af\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627\u060c \u0645\u062f\u0644 \u0634\u0645\u0627 \u062d\u062a\u06cc \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u06f4 \u0628\u0631\u0627\u0628\u0631 \u062a\u0639\u062f\u0627\u062f \u062f\u0648\u0631\u0647 \u0647\u0627 \u0647\u0645\u06af\u0631\u0627 \u0646\u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0632\u0645\u0627\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-lpd-lpr-deepstream-sdk\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D9%82%D8%B1%D8%A7%D8%B1_LPD_%D9%88_LPR_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_DeepStream_SDK\"><\/span><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 LPD \u0648 LPR \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DeepStream SDK<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p class=\"EnlighterJSRAW\" style=\"text-align: justify;\" data-enlighter-language=\"generic\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634\u060c \u0645\u0627 \u0645\u0631\u0627\u062d\u0644 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc LPD \u0648 LPR \u062f\u0631 DeepStream \u0631\u0627 \u0645\u0631\u0648\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0645\u0627 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/ds-lpr-sample\" target=\"_blank\" rel=\"noopener\">\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 DeepStream<\/a> \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 LPD \u0648 LPR \u062c\u0631\u06cc\u0627\u0646\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0628\u0634\u0627\u0631\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u0648 \u067e\u0644\u0627\u06a9 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f \u0648 \u0634\u062e\u0635\u06cc\u062a \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"208\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a94.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a94\" class=\"wp-image-12210\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a94.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a94-300x61.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/07\/\u062a\u0634\u062e\u06cc\u0635-\u067e\u0644\u0627\u06a94-768x156.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 DeepStream \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 LPD \/ LPR.<\/figcaption><\/figure><\/div>\n\n\n<p>\u06a9\u062f \u0645\u0646\u0628\u0639 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0628\u0647 \u062f\u0648 \u0628\u062e\u0634 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u0634\u0648\u062f :<\/p>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631 lpr-test-sample &#8211; \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u0635\u0644\u06cc \u0646\u0645\u0648\u0646\u0647 LPD \/ LPR \u060c \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 Gstreamer \u0631\u0627 \u0628\u0627 \u067e\u0644\u0627\u06af\u06cc\u0646 \u0647\u0627\u06cc DeepStream \u0645\u06cc \u0633\u0627\u0632\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0633\u062a\u0648\u0631 nvinfer_custom_lpr_parser &#8211; \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u067e\u0644\u0627\u06af\u06cc\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc nvinfer \u062f\u0631 DeepStream \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 LPR. \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u067e\u06cc\u0634 \u0641\u0631\u0636 DeepStream nvinfer \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0631 \u062d\u0627\u0644\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f \u0648 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0628\u0631\u0686\u0633\u0628\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 labelfile-path \u062f\u0631 \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc nvinfer \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0631\u0686\u0633\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0645\u062f\u0644 LPR \u0628\u0627 \u062f\u0648 \u0644\u0627\u06cc\u0647 argmax \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc LPR \u0648 \u062a\u0648\u0644\u06cc\u062f \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0628\u0631\u0627\u06cc \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u067e\u0644\u0627\u06a9 \u0627\u062a\u0648\u0645\u0628\u06cc\u0644\u060c \u0628\u0647 \u062a\u0627\u0628\u0639 \u062a\u062c\u0632\u06cc\u0647 \u062e\u0631\u0648\u062c\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0646\u06cc\u0627\u0632 \u0627\u0633\u062a. \u062a\u0627\u0628\u0639 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0627\u06cc\u062f \u0645\u0633\u06cc\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u0634\u062f\u0647 \u0631\u0627 \u062c\u0633\u062a\u062c\u0648 \u06a9\u0646\u062f \u062a\u0627 \u0646\u0648\u06cc\u0633\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 argmax \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0686\u0633\u0628 \u062f\u0631 \u0631\u0634\u062a\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--12\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AF%D9%84_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%AF%D8%A7%D9%86%D9%84%D9%88%D8%AF_%D9%88_%D8%A2%D9%85%D8%A7%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u060c \u0634\u0645\u0627 \u0628\u0647 \u0633\u0647 \u0645\u062f\u0644 \u0627\u0632 TLT \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f:<\/p>\n<ul>\n<li>TrafficCamNet \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>LPD \u067e\u0644\u0627\u06a9 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>LPR \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0647\u0627 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<\/ul>\n<p>\u0647\u0645\u0647 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 NVIDIA NGC \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u060c \u0627\u06af\u0631 \u0645\u0631\u0627\u062d\u0644 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u062f\u0631 \u062f\u0648 \u0628\u062e\u0634 \u0642\u0628\u0644\u06cc \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0631\u062f\u06cc\u062f \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0645\u062f\u0644 LPD \u0648 LPR \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062e\u0648\u062f \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u062f\u0644 TrafficCamNet \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">mkdir -p \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/tlt_pretrained_models\/trafficcamnet\ncd \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/tlt_pretrained_models\/trafficcamnet\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_trafficcamnet\/versions\/pruned_v1.0\/files\/trafficnet_int8.txt\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_trafficcamnet\/versions\/pruned_v1.0\/files\/resnet18_trafficcamnet_pruned.etlt<\/pre>\n<p>\u0645\u062f\u0644 LPD \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">mkdir -p \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/LP\/LPD\ncd \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/LP\/LPD\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_lpdnet\/versions\/pruned_v1.0\/files\/usa_pruned.etlt\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_lpdnet\/versions\/pruned_v1.0\/files\/usa_lpd_cal.bin\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_lpdnet\/versions\/pruned_v1.0\/files\/usa_lpd_label.txt<\/pre>\n<p>\u0645\u062f\u0644 LPR \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">mkdir -p \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/LP\/LPR\ncd \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/LP\/LPR\nwget https:\/\/api.ngc.nvidia.com\/v2\/models\/nvidia\/tlt_lprnet\/versions\/deployable_v1.0\/files\/us_lprnet_baseline18_deployable.etlt\n#create an empty label file\necho &gt; labels_us.txt<\/pre>\n<p style=\"text-align: justify;\">\u0628\u0627 DeepStreamSDK 5.x \u060c \u067e\u0644\u0627\u06af\u06cc\u0646 gst-nvinfer \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0648\u062a\u0648\u0631 TensorRT \u0631\u0627 \u0627\u0632 \u0641\u0631\u0645\u062a ONNX \u0627\u0632 TLT \u062a\u0648\u0644\u06cc\u062f \u06a9\u0646\u062f. \u0645\u062f\u0644 LPR \u062f\u0631 \u0641\u0631\u0645\u062a \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 ONNX \u0627\u0632 TLT \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u062f \u0648 \u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 LPR \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc \u0634\u0648\u062f. \u0645\u062f\u0644 LPD \u062f\u0631 \u0641\u0631\u0645\u062a UFF \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0642\u062f\u06cc\u0645\u06cc \u0627\u0633\u062a \u0648 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627 DeepStream \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062a\u0648\u0631 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 LPR \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 \u0645\u0628\u062f\u0644 tlt \u062a\u0648\u0644\u06cc\u062f \u0634\u0648\u0646\u062f. \u062c\u062f\u06cc\u062f\u062a\u0631\u06cc\u0646 \u0645\u0628\u062f\u0644 tlt \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u062e\u0648\u062f \u0648 \u0646\u0633\u062e\u0647 CUDA \u06cc\u0627 cuDNN \u0627\u0632 <a href=\"https:\/\/developer.nvidia.com\/tlt-getting-started\" target=\"_blank\" rel=\"noopener\">\u0635\u0641\u062d\u0647 \u0634\u0631\u0648\u0639 TLT<\/a> \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u067e\u0644\u062a\u0641\u0631\u0645<\/th><th>\u0645\u062d\u0627\u0633\u0628\u0647 \u06af\u0631<\/th><\/tr><\/thead><tbody><tr><td>x86 + GPU<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda102-cudnn80-trt71\" target=\"_blank\" rel=\"noreferrer noopener\">CUDA 10.2 \/ cuDNN 8.0 \/ TensorRT 7.1<\/a><\/td><\/tr><tr><td>x86 + GPU<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda102-cudnn80-trt72\" target=\"_blank\" rel=\"noreferrer noopener\">CUDA 10.2 \/ cuDNN 8.0 \/ TensorRT 7.2<\/a><\/td><\/tr><tr><td>x86 + GPU<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda110-cudnn80-trt71\" target=\"_blank\" rel=\"noreferrer noopener\">CUDA 11.0 \/ cuDNN 8.0 \/ TensorRT 7.1<\/a><\/td><\/tr><tr><td>x86 + GPU<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda110-cudnn80-trt72\" target=\"_blank\" rel=\"noreferrer noopener\">CUDA 11.0 \/ cuDNN 8.0 \/ TensorRT 7.2<\/a><\/td><\/tr><tr><td>Jetson<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda102-trt71-jp44\" target=\"_blank\" rel=\"noreferrer noopener\">JetPack 4.4<\/a><\/td><\/tr><tr><td>Jetson<\/td><td><a href=\"https:\/\/developer.nvidia.com\/cuda102-trt71-jp44\" target=\"_blank\" rel=\"noreferrer noopener\">JetPack 4.4<\/a><\/td><\/tr><\/tbody><\/table><figcaption>\u0622\u062f\u0631\u0633 \u062f\u0627\u0646\u0644\u0648\u062f \u067e\u06a9\u06cc\u062c \u0628\u0631 \u062d\u0633\u0628 \u067e\u0644\u062a\u0641\u0631\u0645 \u0648 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631<\/figcaption><\/figure>\n\n\n<p>\u0645\u062f\u0644 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 LPR ONNX \u0631\u0627 \u0628\u0647 \u0645\u0648\u062a\u0648\u0631 TLT \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">tlt-converter -k nvidia_tlt -p image_input,1x3x48x96,4x3x48x96,16x3x48x96 .\/us_lprnet_baseline18_deployable.etltunpruned.etlt -t fp16 -e \/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/models\/LP\/LPR\/lpr_us_onnx_b16.engine<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h--13\"><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%85%D9%88%D9%86%D9%87_%D8%B1%D8%A7_%D8%A8%D8%B3%D8%A7%D8%B2%DB%8C%D8%AF_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u06a9\u062f \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0627\u0632 \u0645\u062e\u0632\u0646 \u06af\u06cc\u062a \u0647\u0627\u0628 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_lpr_app\" target=\"_blank\" rel=\"noreferrer noopener nofollow external\" data-wpel-link=\"external\">NVIDIA-AI-IOT\/deepstream_lpr_app<\/a> \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n<p>\u067e\u0648\u0634\u0647 nvinfer_custom_lpr_parser \u0631\u0627 \u0631\u0648\u06cc \u0628\u0631\u062f \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u06a9\u062f \u0631\u0627 \u0628\u06cc\u0644\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">cd  nvinfer_custom_lpr_parser\nmake<\/pre>\n<p>\u0641\u0627\u06cc\u0644 libnvdsinfer_custom_impl_lpr.so \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0622\u062f\u0631\u0633 \/opt\/nvidia\/deepstream\/deepstream-5.0\/lib\/ \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u067e\u0648\u0634\u0647 lpr-test-sample \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u06a9\u062f \u0631\u0627 \u0628\u0633\u0627\u0632\u06cc\u062f. \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 lpt-test-app \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">cd lpr-test-sample\nmake<\/pre>\n<p style=\"text-align: justify;\">\u0641\u0627\u06cc\u0627 \u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 nvinfer \u0631\u0627 \u0628\u0631\u0627\u06cc TrafficCamNet \u060c LPD \u0648 LPR \u0628\u0627 \u0645\u0633\u06cc\u0631 \u0648 \u0646\u0627\u0645 \u0645\u062f\u0644 \u0648\u0627\u0642\u0639\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f. \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc TrafficCamNet \u062f\u0631 DeepStream SDK \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0632\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">\/opt\/nvidia\/deepstream\/deepstream-5.0\/samples\/configs\/tlt_pretrained_models\/deepstream_app_source1_trafficcamnet.txt<\/pre>\n<p style=\"text-align: justify;\">\u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 lpd_config.txt \u0648 lpr_config_sgie_us.txt \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpdr_sample\/lpd_config.txt\" target=\"_blank\" rel=\"noopener\">lpd_config.txt<\/a> \u0648 <a href=\"https:\/\/github.com\/NVIDIA-AI-IOT\/deepstream_tlt_apps\/blob\/release\/tlt3.0\/misc\/dev_blog\/LPDR\/lpdr_sample\/lpr_config_sgie_us.txt\" target=\"_blank\" rel=\"noopener\">lpr_config_sgie_us.txt<\/a> \u06cc\u0627\u0641\u062a. \u0628\u0647 parse-classifier-func-name \u0648 custom-lib-path \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u062f\u06cc\u062f nvinfer LPR \u0627\u0632 \u0645\u0631\u062d\u0644\u0647 \u06f1 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0641\u0627\u06cc\u0644 \u0645\u0631\u062c\u0639 OCR \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 TLT LPR \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u0645\u0631\u062c\u0639 \u0628\u0627\u06cc\u062f dict.txt \u0628\u0627\u0634\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0622\u0645\u0631\u06cc\u06a9\u0627 dict.txt \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ cp dict_us.txt dict.txt<\/pre>\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">lpr-test-app [language mode:1-us 2-chinese]\n  [sink mode:1-output as 264 stream file 2-no output 3-display on screen]\n  [ROI enable:0-disable ROI 1-enable ROI]\n  [input mp4 file path and name] [input mp4 file path and name] ... [input mp4 file path and name]\n  [output 264 file path and name]\n<\/pre>\n<p class=\"wp-block-preformatted\">\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">$ lpr-test-app 1 3 0 file1.mp4 file2.mp4 output.264<\/pre>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--14\"><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF\"><\/span>\u0639\u0645\u0644\u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0641\u0642\u0637 \u0645\u06cc\u0632\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0631 \u0641\u0631\u06cc\u0645 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647 (FPS) \u0645\u062f\u0644 \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 LPD \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u06a9\u0647 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0627 \u0628\u06cc\u0634 \u0627\u0632 \u06f4\u06f5\u06f0\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0622\u0645\u0631\u06cc\u06a9\u0627\u06cc\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u0641\u0627\u0648\u062a\u060c \u0646\u0633\u0628\u062a \u0627\u0635\u0644\u0627\u062d\u060c \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u0627\u062d \u0634\u062f\u0647 \u0645\u062f\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 NGC \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a \u0648 \u0646\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u062f\u0633\u062a\u06af\u0627\u0647<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc (CHW)<\/th><th>\u062f\u0642\u062a<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/th><th>\u0641\u0631\u06cc\u0645 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647<\/th><\/tr><\/thead><tbody><tr><td>Jetson Nano<\/td><td>3x480x640<\/td><td>FP16<\/td><td>1<\/td><td>66<\/td><\/tr><tr><td>Jetson NX<\/td><td>3x480x640<\/td><td>INT8<\/td><td>1<\/td><td>461<\/td><\/tr><tr><td>Jetson Xavier<\/td><td>3x480x640<\/td><td>INT8<\/td><td>1<\/td><td>913<\/td><\/tr><tr><td>T4<\/td><td>3x480x640<\/td><td>INT8<\/td><td>1<\/td><td>2748<\/td><\/tr><\/tbody><\/table><figcaption>\u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-lpr-3\"><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D9%85%D8%B3%D8%AA%D9%82%D9%84_LPR\"><\/span><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0633\u062a\u0642\u0644 LPR<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0633\u062a\u0646\u0628\u0627\u0637 LPR \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0645\u0627 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 trtexec \u0627\u0632 TensorRT \u0646\u0645\u0627\u06cc\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u062f\u0633\u062a\u06af\u0627\u0647<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u0648\u0631\u0648\u062f\u06cc (CHW)<\/th><th>\u062f\u0642\u062a<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/th><th>\u0641\u0631\u06cc\u0645 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647<\/th><\/tr><\/thead><tbody><tr><td>Jetson Nano<\/td><td>3x48x96<\/td><td>FP16<\/td><td>32<\/td><td>16<\/td><\/tr><tr><td>Jetson NX<\/td><td>3x48x96<\/td><td>FP16<\/td><td>32<\/td><td>600<\/td><\/tr><tr><td>Jetson Xavier<\/td><td>3x48x96<\/td><td>FP16<\/td><td>64<\/td><td>1021<\/td><\/tr><tr><td>T4<\/td><td>3x48x96<\/td><td>FP16<\/td><td>128<\/td><td>3821<\/td><\/tr><\/tbody><\/table><figcaption>\u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h--15\"><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%85%D9%88%D9%86%D9%87\"><\/span><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0645\u0648\u0646\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0633\u0647 \u0645\u062f\u0644 \u0645\u062e\u062a\u0644\u0641 DNN \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062e\u0648\u062f\u0631\u0648 \u0627\u0632 TrafficCamNet \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 TLT \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. LPD \u0648 LPR \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 NVIDIA \u067e\u0644\u0627\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0631\u06cc\u06a9\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0633\u062a \u0632\u06cc\u0631 \u0628\u0627 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0628\u0627 \u0648\u0636\u0648\u062d \u06f1\u06f0\u06f8\u06f0p (1080 \u00d7 \u06f1\u06f9\u06f2\u06f0) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 LPR \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648 \u0628\u0627 \u0633\u0647 \u0645\u062f\u0644 DNN \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u060c \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062a\u0627 \u0627\u0631\u0627\u0626\u0647 \u0641\u0631\u0627\u062f\u0627\u062f\u0647 \u0631\u0648\u06cc \u0641\u0631\u06cc\u0645 \u0647\u0627. \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u062f\u0633\u062a\u06af\u0627\u0647<\/th><th>\u062a\u0639\u062f\u0627\u062f \u0631\u0634\u062a\u0647 \u0647\u0627<\/th><th>\u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647<\/th><th>\u0641\u0631\u06cc\u0645 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647 \u06a9\u0644\u06cc<\/th><\/tr><\/thead><tbody><tr><td>Jetson Nano<\/td><td>1<\/td><td>1<\/td><td>9.2<\/td><\/tr><tr><td>Jetson NX<\/td><td>3<\/td><td>3<\/td><td>80.31<\/td><\/tr><tr><td>Jetson Xavier<\/td><td>5<\/td><td>5<\/td><td>146.43<\/td><\/tr><tr><td>T4<\/td><td>14<\/td><td>14<\/td><td>447.15<\/td><\/tr><\/tbody><\/table><figcaption>\u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0627\u062c\u0631\u0627 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0646\u0645\u0648\u0646\u0647<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--16\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\"><\/span><strong>\u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0627 \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u06cc\u0645. \u0627\u06cc\u0646 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0647\u0645\u0647 \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u0647\u0648\u0634\u0645\u0646\u062f \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0641\u06cc\u0644\u0645 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc \u062f\u0647\u062f\u061b \u06cc\u0639\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 DeepStream SDK.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u060c \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a DNN \u062e\u0648\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u062e\u0635\u0635 \u0646\u062f\u0627\u0631\u06cc\u062f. TLT \u06cc\u06a9 \u0631\u0648\u0634 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0647\u06cc\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062a\u0646\u0638\u06cc\u0645 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0633\u062a. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u060c \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u062c\u0627\u06cc \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc \u060c \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 TLT \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c DeepStream \u0645\u0646\u0627\u0628\u0639 \u0633\u06cc\u0633\u062a\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0645\u0632\u06af\u0634\u0627\u06cc\u06cc \u0648\u06cc\u062f\u0626\u0648 \u060c \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0647\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u062a\u0631\u0627\u06a9\u0645 \u06a9\u0627\u0646\u0627\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0627 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0632\u062d\u0645\u062a \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0633\u0631\u0639\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u067e \u0644\u0627\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0686\u0646\u062f \u062c\u0631\u06cc\u0627\u0646\u0647 \u0628\u0627 DeepStream \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<p><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/license-plate-recognition-tutorial\/\">\u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/tech\/how-license-plate-reading-technology-is-changing-parking\/\">\u0641\u0646\u0627\u0648\u0631\u06cc \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u060c \u067e\u0627\u0631\u06a9\u06cc\u0646\u06af \u0647\u0627 \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/deep-learning-basics-using-keras\/\">\u0645\u0628\u0627\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Keras<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/support-vector-machine-part2-coding\/\">\u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 ( SVM ) \u2013 \u0628\u062e\u0634 \u062f\u0648\u0645 : \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/license-plate-recognition-on-ios\/\">\u062a\u0634\u062e\u06cc\u0635 \u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u0645\u0627\u0631\u0647 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 iOS<\/a><\/li><\/ul>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/developer.nvidia.com\/blog\/creating-a-real-time-license-plate-detection-and-recognition-app\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Nvidia<\/a>\n\n\n<p><\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;12205&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u067e\u0631\u0648\u0698\u0647 \u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc Nvidia&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0634\u062e\u06cc\u0635 \u067e\u0644\u0627\u06a9 \u062e\u0648\u062f\u0631\u0648 \u06cc\u0627 ANPR \u060c \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0622\u0646\u0627\u0644\u06cc\u0632 \u0647\u0648\u0634\u0645\u0646\u062f \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062b\u0627\u0628\u062a \u0648 \u0645\u062a\u062d\u0631\u06a9 \u062f\u0631 \u0634\u0647\u0631\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f \u0627\u0633\u062a. \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u06a9\u0647 \u0628\u0647 \u0646\u0627\u0645 \u067e\u0644\u0627\u06a9 \u062e\u0648\u0627\u0646 \u0646\u06cc\u0632 \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0627\u0631\u06a9\u06cc\u0646\u06af\u060c \u0628\u0627\u062c\u0647 \u0647\u0627\u06cc &hellip;<\/p>\n","protected":false},"author":11,"featured_media":12826,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[22,18,19],"tags":[],"class_list":["post-12205","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-machine-vision","category-edu","category-deep-learning"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=12205"}],"version-history":[{"count":49,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12205\/revisions"}],"predecessor-version":[{"id":12827,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12205\/revisions\/12827"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12826"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=12205"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=12205"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=12205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}