{"id":2448,"date":"2020-06-06T13:28:32","date_gmt":"2020-06-06T08:58:32","guid":{"rendered":"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/"},"modified":"2023-07-17T11:18:38","modified_gmt":"2023-07-17T07:48:38","slug":"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv","status":"publish","type":"post","link":"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV"},"content":{"rendered":"<p style=\"direction: rtl;\">\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a (\u0686\u0634\u0645\u060c \u0628\u06cc\u0646\u06cc\u060c \u0641\u06a9\u060c \u062f\u0647\u0627\u0646 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class=\"ez-toc-title-container\"><p class=\"ez-toc-title\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Python_OpenCV\" title=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python OpenCV\">\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D9%85%D9%88%D8%B1%D8%AF%D9%86%DB%8C%D8%A7%D8%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\" title=\"\u0627\u062c\u0632\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\">\u0627\u062c\u0632\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D9%82%D8%B7%D8%B9%D8%A7%D8%AA_%D8%B3%D8%AE%D8%AA%E2%80%8C%D8%A7%D9%81%D8%B2%D8%A7%D8%B1%DB%8C\" title=\"\u0642\u0637\u0639\u0627\u062a \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc\">\u0642\u0637\u0639\u0627\u062a \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D9%86%D8%B1%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%D8%B1_%D9%88_%D8%AE%D8%AF%D9%85%D8%A7%D8%AA_%D8%A2%D9%86%D9%84%D8%A7%DB%8C%D9%86\" title=\"\u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0648 \u062e\u062f\u0645\u0627\u062a \u0622\u0646\u0644\u0627\u06cc\u0646\">\u0646\u0631\u0645 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OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D9%86%D8%B5%D8%A8_NumPy_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\" title=\"\u0646\u0635\u0628 NumPy \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\">\u0646\u0635\u0628 NumPy \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D9%86%D8%AD%D9%88%D9%87_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A8%D8%AE%D8%B4_%D9%87%D8%A7%DB%8C_%DA%86%D9%87%D8%B1%D9%87_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_dlib\" title=\"\u0646\u062d\u0648\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 dlib\">\u0646\u062d\u0648\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 dlib<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_Raspberry_Pi_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87\" title=\"\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc Raspberry Pi \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\">\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc Raspberry Pi \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/digighate.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%ac%d8%b2%d8%a7%db%8c-%d8%b5%d9%88%d8%b1%d8%aa-%d8%a8%d8%a7-python-opencv\/#%D8%AA%D8%B3%D8%AA_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D9%82%D8%B3%D9%85%D8%AA_%DA%86%D9%87%D8%B1%D9%87\" title=\"\u062a\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a \u0686\u0647\u0631\u0647\">\u062a\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a \u0686\u0647\u0631\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_Python_OpenCV\"><\/span><strong>\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u06cc\u200c\u0633\u0627\u062e\u062a\u06cc\u0645\u060c \u0627\u0645\u0631\u0648\u0632\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 OpenCV \u0628\u0627 Raspberry Pi \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u062d\u0644 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0635\u0648\u0631\u062a \u062f\u0631 \u0686\u0647\u0631\u0647\u060c \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 \u0631\u062f\u06cc\u0627\u0628 \u0645\u0634\u062e\u0635\u0647 \u0635\u0648\u0631\u062a \u0648 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 OpenCV \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D9%85%D9%88%D8%B1%D8%AF%D9%86%DB%8C%D8%A7%D8%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\"><\/span><strong>\u0627\u062c\u0632\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%82%D8%B7%D8%B9%D8%A7%D8%AA_%D8%B3%D8%AE%D8%AA%E2%80%8C%D8%A7%D9%81%D8%B2%D8%A7%D8%B1%DB%8C\"><\/span><strong>\u0642\u0637\u0639\u0627\u062a \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"direction: rtl; text-align: right;\">Raspberry Pi 3<\/li>\n<li style=\"direction: rtl; text-align: right;\">\u0645\u0627\u0698\u0648\u0644 Pi Camera<\/li>\n<\/ul>\n<h3 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%B1%D9%85_%D8%A7%D9%81%D8%B2%D8%A7%D8%B1_%D9%88_%D8%AE%D8%AF%D9%85%D8%A7%D8%AA_%D8%A2%D9%86%D9%84%D8%A7%DB%8C%D9%86\"><\/span><strong>\u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0648 \u062e\u062f\u0645\u0627\u062a \u0622\u0646\u0644\u0627\u06cc\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li style=\"direction: rtl; text-align: right;\">Open CV<\/li>\n<li style=\"direction: rtl; text-align: right;\">Dlib<\/li>\n<li style=\"direction: rtl; text-align: right;\">Python3<\/li>\n<\/ul>\n<p style=\"direction: rtl;\">\u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u06cc\u0646 Raspberry Pi 3 Facial Detection\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f OpenCV \u060cimutils \u060cdlib \u060cNumpy \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645. OpenCV \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u062a\u062f\u0627\u0648\u0644\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u0621\u060c \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0648 \u0634\u0645\u0627\u0631\u0646\u062f\u0647 \u0627\u0641\u0631\u0627\u062f \u0645\u06cc\u200c\u0628\u0627\u0634\u062f.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-7042\" src=\"https:\/\/digighate.com\/blog\/wp-content\/uploads\/2021\/12\/OpenCV-Human-Counting-Project.jpg\" alt=\" \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\" width=\"590\" height=\"393\" \/><\/p>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_OpenCV_%D8%AF%D8%B1_Raspberry_Pi\"><\/span><strong>\u0646\u0635\u0628 <\/strong><strong>OpenCV<\/strong><strong> \u062f\u0631 <\/strong><strong>Raspberry Pi<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 OpenCV \u0628\u0631\u0627\u06cc \u0627\u0633\u06a9\u0646\u0631 Raspberry Pi QR \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 OpenCV\u060c \u0627\u0628\u062a\u062f\u0627 Raspberry Pi \u0631\u0627 \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 OpenCV \u0628\u0631 \u0631\u0648\u06cc Raspberry Pi \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u0646\u0635\u0628 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">sudo apt-get install libhdf5-dev -y \r\nsudo apt-get install libhdf5-serial-dev \u2013y \r\nsudo apt-get install libatlas-base-dev \u2013y \r\nsudo apt-get install libjasper-dev -y \r\nsudo apt-get install libqtgui4 \u2013y\r\nsudo apt-get install libqt4-test \u2013y\r\n<\/pre>\n<p style=\"direction: rtl;\">\u067e\u0633 \u0627\u0632 \u0622\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 OpenCV \u0631\u0627 \u062f\u0631 Raspberry Pi \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">pip3 install opencv-contrib-python==4.1.0.25<\/pre>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_imutils_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\"><\/span><strong>\u0646\u0635\u0628 imutils \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u0627\u0632 imutils \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f \u06a9\u0627\u0631\u06a9\u0631\u062f \u0644\u0627\u0632\u0645 \u062c\u0647\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u062c\u0645\u0647\u060c \u0686\u0631\u062e\u0634\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u0627\u0633\u06a9\u0644\u062a\u200c\u0633\u0627\u0632\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634 \u062a\u0635\u0627\u0648\u06cc\u0631 Matplotlib \u0628\u0627 OpenCV \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 imutils \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">pip3 install imutils<\/pre>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_dlib_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\"><\/span><strong>\u0646\u0635\u0628 dlib \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">dlib \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u062f\u0631\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Machine Learning \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a. \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 dlib \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">pip3 install dlib<\/pre>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%B5%D8%A8_NumPy_%D8%AF%D8%B1_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%A8%D8%A7_Python_OpenCV\"><\/span><strong>\u0646\u0635\u0628 NumPy \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">NumPy \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u0644\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0634\u06cc\u0621 \u0622\u0631\u0627\u06cc\u0647\u200c\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0635\u0648\u0631\u062a \u0627\u0628\u0639\u0627\u062f\u06cc \u0627\u0633\u062a\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 C \u060cC ++ \u0648 \u063a\u06cc\u0631\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">Pip3 install numpy<\/pre>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AD%D9%88%D9%87_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A8%D8%AE%D8%B4_%D9%87%D8%A7%DB%8C_%DA%86%D9%87%D8%B1%D9%87_%D8%A8%D8%A7_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_dlib\"><\/span><strong>\u0646\u062d\u0648\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <\/strong><strong>dlib<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u0645\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0631\u062f\u06cc\u0627\u0628 \u0639\u0644\u0627\u0626\u0645 \u0635\u0648\u0631\u062a\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 dlib \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0645\u062d\u0644 \u0642\u0631\u0627\u0631\u06af\u06cc\u0631\u06cc 68 (x \u060c y) \u2013 \u0647\u0645\u0627\u0647\u0646\u06af\u200c\u06a9\u0646\u0646\u062f\u0647 \u0622\u0646 \u0646\u0642\u0634\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u062f\u0631 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u0645\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc 68 \u0645\u062e\u062a\u0635\u0627\u062a \u062f\u0631 \u0632\u06cc\u0631 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p style=\"direction: rtl;\"><img decoding=\"async\" class=\"aligncenter wp-image-7043\" src=\"https:\/\/digighate.com\/blog\/wp-content\/uploads\/2021\/12\/Detecting-Face-Parts-using-dlib.jpg\" alt=\" \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\" width=\"506\" height=\"403\" \/><\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-7044\" src=\"https:\/\/digighate.com\/blog\/wp-content\/uploads\/2021\/12\/Facial-landmarks-detection-using-python-opencv.jpg\" alt=\" \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\" width=\"538\" height=\"375\" \/><\/p>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_Raspberry_Pi_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc <\/strong><strong>Raspberry Pi<\/strong><strong> \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u06a9\u062f \u06a9\u0627\u0645\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0628\u0627 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0635\u0648\u0631\u062a \u0642\u0628\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 dlib \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0635\u0641\u062d\u0647 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u06a9\u062f \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645. \u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644\u060c \u06a9\u062f \u0631\u0627 \u0628\u0627 \u062f\u0631\u062c \u06a9\u0644\u06cc\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">from imutils import face_utils\r\nimport numpy as np\r\nimport argparse\r\nimport imutils\r\nimport dlib\r\nimport cv2\r\nfrom picamera.array import PiRGBArray\r\nfrom picamera import PiCamera\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0633\u067e\u0633 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0648\u0636\u0648\u062d \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u062f\u0631 (640 \u060c 480) \u0648 \u0645\u06cc\u0632\u0627\u0646 \u0641\u0631\u06cc\u0645 \u062f\u0631 30 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">camera = PiCamera()\r\ncamera.resolution = (640, 480)\r\ncamera.framerate = 30\r\n<\/pre>\n<p style=\"direction: rtl;\">\u062d\u0627\u0644 \u062f\u0631 \u0633\u0637\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647\u200c\u06a9\u0646\u0646\u062f\u0647 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0645\u0633\u06cc\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">ap = argparse.ArgumentParser()\r\nap.add_argument(\"-p\", \"--shape-predictor\", required=True,\r\n            help=\"facial landmark predictor path\")\r\nargs = vars(ap.parse_args())\r\n<\/pre>\n<p style=\"direction: rtl;\">\u062f\u0631 \u0633\u0637\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0631\u062f\u06cc\u0627\u0628 \u0686\u0647\u0631\u0647 \u0631\u0627 \u0628\u0627 \u0686\u0647\u0631\u0647 dlib \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 HOG \u0631\u0627 \u0622\u063a\u0627\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u067e\u06cc\u0634\u06af\u0648\u06cc\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">detector = dlib.get_frontal_face_detector()\r\npredictor = dlib.shape_predictor(args[\"shape_predictor\"])\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0633\u067e\u0633 \u0627\u0632 \u062a\u0627\u0628\u0639 capt_continuous \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0641\u0631\u06cc\u0645\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u062f\u0648\u0631\u0628\u06cc\u0646 Raspberry Pi \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">for frame in camera.capture_continuous(rawCapture, format=\"bgr\", use_video_port=True):\r\n        image = frame.array\r\n        cv2.imshow(\"Frame\", image)\r\n        key = cv2.waitKey(1) &amp; 0xFF\r\n        rawCapture.truncate(0)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u06cc\u06a9 \u0642\u0627\u0628 \u062e\u0627\u0635 \u0627\u0632 \u06a9\u0644\u06cc\u062f \u0635\u0641\u062d\u0647 \u06a9\u0644\u06cc\u062f &#8220;S&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0633\u067e\u0633 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">if key == ord(\"s\"):\r\n       image = imutils.resize(image, width=400)\r\n       gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0627\u0632 \u062a\u0627\u0628\u0639 \u062a\u0634\u062e\u06cc\u0635\u200c\u062f\u0647\u0646\u062f\u0647 dlib \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u200c\u0647\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">rects = detector(gray, 1)<\/pre>\n<p style=\"direction: rtl;\">\u062a\u0635\u0648\u06cc\u0631\u06cc \u0631\u0627 \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u06af\u06cc\u0631\u06cc\u062f\u060c \u0639\u0644\u0627\u0626\u0645 \u0635\u0648\u0631\u062a \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 68 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 NumPy \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f. \u0631\u0648\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0645\u0646\u0627\u0637\u0642 \u0635\u0648\u0631\u062a \u0628\u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062d\u0644\u0642\u0647 \u0628\u0632\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">for (i, rect) in enumerate(rects):\r\n          shape = predictor(gray, rect)\r\n          shape = face_utils.shape_to_np(shape)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0633\u067e\u0633 \u0627\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc \u06a9\u067e\u06cc \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u062d\u0644\u0642\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0646\u0627\u0645 \u0642\u0633\u0645\u062a \u0686\u0647\u0631\u0647 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06a9\u0634\u06cc\u062f\u0647 \u0634\u0648\u062f. \u0631\u0646\u06af \u0645\u062a\u0646 \u0642\u0631\u0645\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0642\u0627\u062f\u06cc\u0631 RGB \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0631\u0646\u06af \u062f\u06cc\u06af\u0631\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">for (name, (i, j)) in face_utils.FACIAL_LANDMARKS_IDXS.items():\r\n          clone = image.copy()\r\n          cv2.putText(clone, name, (10, 30), cv2.FONT_HERSHEY_SIMPLEX,\r\n                                    0.7, (0, 0, 255), 2)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0627\u06a9\u0646\u0648\u0646 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u062d\u0644\u0642\u0647 \u0645\u06cc\u200c\u0632\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u062a\u0627\u0628\u0644\u0648\u06cc \u0637\u0631\u0627\u062d\u06cc OpenCV \u0628\u0631\u0627\u06cc \u062a\u0631\u0633\u06cc\u0645 \u0645\u062d\u0627\u0641\u0644 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\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 \u062a\u0648\u0627\u0628\u0639 \u062a\u0631\u0633\u06cc\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0633\u0646\u062f OpenCV \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">for (x, y) in shape[i:j]:\r\n               cv2.circle(clone, (x, y), 1, (0, 0, 255), -1)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 \u0633\u0637\u0631\u0647\u0627\u06cc \u0628\u0639\u062f\u06cc\u060c \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0647 \u062c\u0639\u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0645\u062e\u062a\u0635\u0627\u062a \u06cc\u06a9 \u0642\u0633\u0645\u062a \u062e\u0627\u0635 \u0635\u0648\u0631\u062a\u060c \u0647\u0631 \u0642\u0633\u0645\u062a \u0627\u0632 \u0635\u0648\u0631\u062a \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u062f\u0631 250 \u067e\u06cc\u06a9\u0633\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">(x, y, w, h) = cv2.boundingRect(np.array([shape[i:j]]))\r\n roi = image[y:y + h, x:x + w]\r\n roi = imutils.resize(roi, width=250, inter=cv2.INTER_CUBIC)\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0627\u06a9\u0646\u0648\u0646 \u062f\u0631 \u0622\u062e\u0631\u06cc\u0646 \u062e\u0637 \u06a9\u062f\u060c \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u0631\u0627 \u0628\u0627 \u0646\u0627\u0645 \u0622\u0646\u0647\u0627 \u0648 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0642\u0633\u0645\u062a \u0646\u0645\u0627\u06cc\u0634 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u062d\u06cc\u0647 \u0635\u0648\u0631\u062a \u0627\u0632 \u06a9\u0644\u06cc\u062f ESC \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">cv2.imshow(\"ROI\", roi)\r\ncv2.imshow(\"Image\", clone)\r\ncv2.waitKey(0)\r\n<\/pre>\n<h2 style=\"direction: rtl;\"><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B3%D8%AA_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D9%82%D8%B3%D9%85%D8%AA_%DA%86%D9%87%D8%B1%D9%87\"><\/span><strong>\u062a\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a \u0686\u0647\u0631\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p style=\"direction: rtl;\">\u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u067e\u0631\u0648\u0698\u0647\u060c \u0641\u0647\u0631\u0633\u062a \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0622\u0646 \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">mkdir face-part-detector\r\ncd face-part-detector\r\n<\/pre>\n<p style=\"direction: rtl;\">\u0627\u06a9\u0646\u0648\u0646 \u00a0<a href=\"http:\/\/dlib.net\/files\/shape_predictor_68_face_landmarks.dat.bz2\">shape_predictor_68_face_landmarks.dat file from this link<\/a> \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f\u060c \u0633\u067e\u0633 \u0641\u0627\u06cc\u0644 <strong>shape_predictor_68_face_landmarks.dat<\/strong> \u0631\u0627 \u062f\u0631\u0648\u0646 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f \u0628\u0627 \u0646\u0627\u0645 detect.py \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0647 \u0648 \u06a9\u062f \u0630\u06a9\u0631 \u0634\u062f\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u062c\u0627\u06cc\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646\u06a9 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0646\u0645\u0627\u06cc\u06cc\u062f:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">python3 detect.py --shape-predictor shape_predictor_68_face_landmarks.dat<\/pre>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-7045\" src=\"https:\/\/digighate.com\/blog\/wp-content\/uploads\/2021\/12\/Face-Part-Recognizer-1.jpg\" alt=\" \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\" width=\"529\" height=\"370\" \/><\/p>\n<p style=\"direction: rtl;\">\u067e\u0646\u062c\u0631\u0647\u200c\u0627\u06cc \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0632\u0646\u062f\u0647 \u0627\u0632 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0633\u067e\u0633 \u06a9\u0644\u06cc\u062f &#8220;S&#8221; \u0631\u0627 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u062f \u062a\u0627 \u06cc\u06a9 \u0642\u0627\u0628 \u0627\u0632 \u062c\u0631\u06cc\u0627\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u0648\u062f. \u0646\u0642\u0627\u0637 \u0642\u0631\u0645\u0632 \u0631\u0627 \u062f\u0631 \u0642\u0633\u0645\u062a \u062f\u0647\u0627\u0646 \u062e\u0648\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f. \u0628\u0631\u0627\u06cc \u062f\u06cc\u062f\u0646 \u0633\u0627\u06cc\u0631 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0686\u0647\u0631\u0647 \u0627\u0632 \u06a9\u0644\u06cc\u062f ESC \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u06a9\u062f \u06a9\u0627\u0645\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u0632\u06cc\u0631 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"c\">from imutils import face_utils\r\nimport numpy as np\r\nimport argparse\r\nimport imutils\r\nimport dlib\r\nimport cv2\r\nfrom picamera.array import PiRGBArray\r\nfrom picamera import PiCamera\r\nfrom PIL import Image\r\ncamera = PiCamera()\r\ncamera.resolution = (640, 480)\r\ncamera.framerate = 30\r\nrawCapture = PiRGBArray(camera, size=(640, 480))\r\n \r\n# construct the argument parser and parse the arguments\r\nap = argparse.ArgumentParser()\r\nap.add_argument(\"-p\", \"--shape-predictor\", required=True,\r\nhelp=\"facial landmark predictor path\")\r\nargs = vars(ap.parse_args())\r\ndetector = dlib.get_frontal_face_detector()\r\npredictor = dlib.shape_predictor(args[\"shape_predictor\"])\r\nfor frame in camera.capture_continuous(rawCapture, format=\"bgr\", use_video_port=True):\r\n    image = frame.array\r\n    cv2.imshow(\"Frame\", image)\r\n    key = cv2.waitKey(1) &amp; 0xFF\r\n    rawCapture.truncate(0)\r\n    if key == ord(\"s\"):\r\n       image = imutils.resize(image, width=300)\r\n       gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\r\n       rects = detector(gray, 1)\r\n \r\n# loop over the face detections\r\n       for (i, rect) in enumerate(rects):\r\n \r\n# determine the facial landmarks for the face region\r\n          shape = predictor(gray, rect)\r\n          shape = face_utils.shape_to_np(shape)\r\n \r\n# loop over the face parts individually\r\n          for (name, (i, j)) in face_utils.FACIAL_LANDMARKS_IDXS.items():\r\n \r\n# display the name of the face part on the image\r\n                clone = image.copy()\r\n                cv2.putText(clone, name, (10, 30), cv2.FONT_HERSHEY_SIMPLEX,\r\n0.7, (0, 0, 255), 2)\r\n \r\n# Draw Circles on specific face part\r\n                for (x, y) in shape[i:j]:\r\n                       cv2.circle(clone, (x, y), 1, (0, 0, 255), -1)\r\n \r\n# extract the ROI of the face region as a separate image\r\n                (x, y, w, h) = cv2.boundingRect(np.array([shape[i:j]]))\r\n                roi = image[y:y + h, x:x + w]\r\n                roi = imutils.resize(roi, width=250, inter=cv2.INTER_CUBIC)\r\n \r\n# show the particular face part\r\n                cv2.imshow(\"ROI\", roi)\r\n                cv2.imshow(\"Image\", clone)\r\n                cv2.waitKey(0)\r\n \r\n# visualize all facial landmarks \r\n          for (x, y) in shape:\r\n           cv2.circle(image, (x, y), 1, (0, 0, 255), -1)\r\n           cv2.imshow(\"Image\",image)\r\n          cv2.waitKey(0)<\/pre>\n","protected":false},"excerpt":{"rendered":"<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a (\u0686\u0634\u0645\u060c \u0628\u06cc\u0646\u06cc\u060c \u0641\u06a9\u060c \u062f\u0647\u0627\u0646 \u0648 \u063a\u06cc\u0631\u0647) \u0628\u0627 Python OpenCV\u060c \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0648\u06cc \u0635\u0648\u0631\u062a \u0645\u0627\u0646\u0646\u062f \u0627\u0628\u0631\u0648\u060c \u0686\u0634\u0645\u060c \u0628\u06cc\u0646\u06cc\u060c \u062f\u0647\u0627\u0646 \u0648 \u0641\u06a9 \u0645\u06cc\u200c\u0628\u0627\u0634\u062f. \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 Facial \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python&#8230;<\/p>\n","protected":false},"author":3,"featured_media":2449,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1,191],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.9 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV | \u0628\u0644\u0627\u06af \u062f\u06cc\u062c\u06cc \u0642\u0637\u0639\u0647<\/title>\n<meta name=\"description\" content=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u062c\u0632\u0627\u06cc \u0635\u0648\u0631\u062a \u0628\u0627 Python OpenCV\u060c \u0641\u0631\u0627\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0642\u0633\u0645\u062a\u200c\u0647\u0627\u06cc 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