{"id":13771,"date":"2024-01-03T02:36:17","date_gmt":"2024-01-02T23:06:17","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%b3%d9%87-%d8%a8%d8%b9%d8%af%db%8c-%d8%ac%d8%b9%d8%a8%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d8%ad%d8%af%d9%88%d8%af-%da%a9%d9%86%d9%86%d8%af\/"},"modified":"2024-01-03T02:36:17","modified_gmt":"2024-01-02T23:06:17","slug":"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%b3%d9%87-%d8%a8%d8%b9%d8%af%db%8c-%d8%ac%d8%b9%d8%a8%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d8%ad%d8%af%d9%88%d8%af-%da%a9%d9%86%d9%86%d8%af","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%b3%d9%87-%d8%a8%d8%b9%d8%af%db%8c-%d8%ac%d8%b9%d8%a8%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d8%ad%d8%af%d9%88%d8%af-%da%a9%d9%86%d9%86%d8%af\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0647 \u0628\u0639\u062f\u06cc (\u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0633\u0647 \u0628\u0639\u062f\u06cc) \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 MediaPipe Objectron"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\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:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%b3%d9%87-%d8%a8%d8%b9%d8%af%db%8c-%d8%ac%d8%b9%d8%a8%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d8%ad%d8%af%d9%88%d8%af-%da%a9%d9%86%d9%86%d8%af\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7%d8%a1-%d8%b3%d9%87-%d8%a8%d8%b9%d8%af%db%8c-%d8%ac%d8%b9%d8%a8%d9%87-%d9%87%d8%a7%db%8c-%d9%85%d8%ad%d8%af%d9%88%d8%af-%da%a9%d9%86%d9%86%d8%af\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 \u0686\u0646\u062f\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u062d\u0644 \u0622\u0646 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 YOLO \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0645\u0627\u0646\u0646\u062f YOLOv7 \u0648 YOLOv6 (\u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u0644 \u067e\u0633 \u0627\u0632 YOLOv7 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f) \u0627\u0632 \u0646\u0638\u0631 \u062f\u0642\u062a \u0648 \u0633\u0631\u0639\u062a \u0628\u0647\u062a\u0631 \u0627\u0632 \u0633\u0627\u06cc\u0631\u06cc\u0646 \u0639\u0645\u0644 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 &#8211; \u0647\u0645\u0647 \u0627\u06cc\u0646\u0647\u0627 \u0646\u06af\u0631\u0627\u0646 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0633\u062a\u0646\u062f <em>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0648 \u0628\u0639\u062f\u06cc<\/em>\u060c \u06a9\u0647 \u0628\u0647 \u062e\u0648\u062f\u06cc \u062e\u0648\u062f \u06a9\u0627\u0631 \u062f\u0634\u0648\u0627\u0631\u06cc \u0627\u0633\u062a.  \u0627\u062e\u06cc\u0631\u0627\u064b \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 <em>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0647 \u0628\u0639\u062f\u06cc<\/em>\u0648 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627 \u0647\u0646\u0648\u0632 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0646\u0627\u067e\u0627\u06cc\u062f\u0627\u0631\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u0647\u0627\u06cc \u0634\u06cc \u062f\u0648 \u0628\u0639\u062f\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0642\u062a \u0622\u0646\u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a.<\/p>\n<blockquote>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 Objectron MediaPipe \u0627\u0646\u062c\u0627\u0645 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n<\/blockquote>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> MediaPipe \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u062a\u0646 \u0628\u0627\u0632 \u06af\u0648\u06af\u0644 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0633\u062a process \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0648\u06cc\u062f\u0626\u0648\u0647\u0627 \u0648 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc\u060c \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627\u06cc \u062a\u0644\u0641\u0646 \u0647\u0645\u0631\u0627\u0647.  \u0647\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u062e\u0644\u06cc \u0648 \u0647\u0645 \u062e\u0627\u0631\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u0645\u0634 \u0628\u0646\u062f\u06cc \u0635\u0648\u0631\u062a\u060c \u062a\u062e\u0645\u06cc\u0646 \u062f\u0633\u062a \u0648 \u067e\u0648\u0633\u060c \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u0645\u0648\u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u062c\u0639\u0628\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u0647\u0645\u0647 \u0627\u06cc\u0646\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u0627\u06cc\u06cc\u0646\u200c\u062f\u0633\u062a\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f &#8211; \u0645\u0627\u0646\u0646\u062f \u0627\u0639\u0645\u0627\u0644 \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0631\u0648\u06cc \u0686\u0647\u0631\u0647\u200c\u0647\u0627\u060c \u0641\u0648\u06a9\u0648\u0633 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0648\u0631\u0628\u06cc\u0646\u060c \u062a\u0623\u06cc\u06cc\u062f \u0628\u06cc\u0648\u0645\u062a\u0631\u06cc\u06a9\u060c \u0631\u0648\u0628\u0627\u062a\u06cc\u06a9 \u06a9\u0646\u062a\u0631\u0644\u200c\u0634\u062f\u0647 \u0628\u0627 \u062f\u0633\u062a\u060c \u0648 \u063a\u06cc\u0631\u0647. \u0628\u06cc\u0634\u062a\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627 \u0628\u0627 API \u0628\u0631\u0627\u06cc Android\u060c iOS\u060c C++\u060c Python \u0648 JavaScript \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u062e\u06cc \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <strong><em>Objectron MediaPipe<\/em><\/strong>\u060c \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0631\u0648\u06cc\u062f\u060c \u0633\u06cc \u067e\u0644\u0627\u0633 \u067e\u0644\u0627\u0633\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0627\u06cc\u0646 <em>Objectron<\/em> \u0631\u0627\u0647 \u062d\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f \u0631\u0648\u06cc \u0631\u0627 <a rel=\"nofollow noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/google-research-datasets\/Objectron\"><em>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Objectron<\/em><\/a>\u060c \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0648\u06cc\u062f\u0626\u0648\u0647\u0627\u06cc \u0634\u06cc \u0645\u062d\u0648\u0631 \u06a9\u0648\u062a\u0627\u0647 \u0627\u0633\u062a.  \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 9 \u0634\u06cc\u0621 \u0627\u0633\u062a: \u062f\u0648\u0686\u0631\u062e\u0647\u060c \u06a9\u062a\u0627\u0628\u060c \u0628\u0637\u0631\u06cc\u060c \u062f\u0648\u0631\u0628\u06cc\u0646\u060c \u062c\u0639\u0628\u0647 \u063a\u0644\u0627\u062a\u060c \u0635\u0646\u062f\u0644\u06cc\u060c \u0641\u0646\u062c\u0627\u0646\u060c \u0644\u067e\u200c\u062a\u0627\u067e \u0648 \u06a9\u0641\u0634\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u06cc\u0644\u06cc \u06a9\u0644\u06cc \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u0647\u06cc\u0647 \u0627\u06cc\u0646 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0646\u0633\u0628\u062a\u0627\u064b \u06af\u0631\u0627\u0646 \u0627\u0633\u062a (\u0698\u0633\u062a\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0628\u06cc\u0646\u060c \u067e\u0631\u0627\u06a9\u0646\u062f\u0647 \u0646\u0642\u0637\u0647-\u0627\u0628\u0631\u0647\u0627\u060c \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0633\u0637\u0648\u062d \u0645\u0633\u0637\u062d\u060c \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0627\u0632 \u0647\u0631 \u0648\u06cc\u062f\u06cc\u0648)\u060c \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0632\u062f\u06cc\u06a9 \u0628\u0647 2 \u062a\u0631\u0627\u0628\u0627\u06cc\u062a \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0645\u062f\u0644 Objectron \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 (\u0645\u0639\u0631\u0648\u0641 \u0628\u0647 a <em>\u0631\u0627\u0647 \u062d\u0644<\/em> \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc MediaPipe) \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0686\u0647\u0627\u0631 \u062f\u0633\u062a\u0647 &#8211; \u06a9\u0641\u0634\u060c \u0635\u0646\u062f\u0644\u06cc\u060c \u0644\u06cc\u0648\u0627\u0646 \u0648 \u062f\u0648\u0631\u0628\u06cc\u0646.<\/p>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0648\u0628\u0639\u062f\u06cc \u0627\u0632 \u0627\u0635\u0637\u0644\u0627\u062d &#8220;\u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u0633\u062a\u0637\u06cc\u0644 \u0647\u0633\u062a\u0646\u062f.  \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631 \u0648\u0627\u0642\u0639 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <em>\u062c\u0639\u0628\u0647 \u0647\u0627<\/em> \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0627\u062c\u0633\u0627\u0645\u060c \u06a9\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062c\u0647\u062a\u060c \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u062d\u062c\u0645 \u0646\u0627\u0647\u0645\u0648\u0627\u0631 \u0648 \u063a\u06cc\u0631\u0647 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06a9\u0646\u06cc\u062f. \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0646\u0633\u0628\u062a\u0627\u064b \u062f\u0634\u0648\u0627\u0631\u06cc \u0627\u0633\u062a. \u0631\u0648\u06cc\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0639\u062f\u0645 \u0648\u062c\u0648\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0627\u06cc\u062c\u0627\u062f \u0622\u0646\u0647\u0627.  \u0627\u06af\u0631\u0686\u0647 \u0645\u0634\u06a9\u0644 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u062e\u062a\u0644\u0641 \u0646\u0648\u06cc\u062f \u0645\u06cc \u062f\u0647\u062f <em>\u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 (AR)<\/em> \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc!<\/p>\n<p>\u0631\u0627\u0647 \u062d\u0644 Objectron \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u062a \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u06cc\u0627 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u062c\u0631\u0627 \u0634\u0648\u062f &#8211; \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062d\u0627\u0644\u062a \u06cc\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0646\u062f\u06cc\u0646 \u0634\u06cc \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062d\u0627\u0644\u062a \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u06cc\u06a9 \u0634\u06cc \u0627\u0635\u0644\u06cc \u062f\u0631 \u0635\u062d\u0646\u0647 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f. \u0633\u0631\u06cc\u0639\u062a\u0631  \u062e\u0637 \u0644\u0648\u0644\u0647 \u062a\u06a9 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u0632 \u06cc\u06a9 \u0633\u062a\u0648\u0646 \u0641\u0642\u0631\u0627\u062a MobileNetV2 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u0632 API \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 TensorFlow \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u0634\u06cc \u062f\u0631 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u062f\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u0646\u062c\u0627\u0645 \u0646\u0645\u06cc \u0634\u0648\u062f \u0631\u0648\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0628\u0647 \u062f\u0648 \u062f\u0644\u06cc\u0644:<\/p>\n<ul>\n<li>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0647\u060c \u0628\u06cc\u200c\u0642\u0631\u0627\u0631\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f (\u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0648\u062f\u0646 \u0630\u0627\u062a\u06cc \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627)<\/li>\n<li>\u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06af\u0631\u0627\u0646 \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0631 \u0641\u0631\u06cc\u0645<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u06cc\u0645 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0641\u0642\u0637 \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u0648\u0631\u062f \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0622\u0646 \u062c\u0639\u0628\u0647 \u0631\u0627 \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062c\u0633\u0645 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0647\u0646\u0648\u0632 \u062f\u0631 \u0635\u062d\u0646\u0647 \u0627\u0633\u062a\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062e\u0637 \u062f\u06cc\u062f \u0634\u06a9\u0633\u062a\u0647 \u0634\u062f \u0648 \u0634\u06cc \u062f\u0648\u0628\u0627\u0631\u0647 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u060c \u06cc\u06a9 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0631\u0627 \u0628\u0627 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631 \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u067e\u0627\u06cc\u06cc\u0646 \u0646\u06af\u0647 \u062f\u0627\u0634\u062a\u0646 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc \u0633\u0627\u0632\u062f!<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u067e\u06cc\u0634 \u0628\u0631\u0648\u06cc\u0645 \u0648 MediaPipe \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645\u060c import \u0631\u0627\u0647 \u062d\u0644 Objectron \u0648 \u0622\u0646 \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062b\u0627\u0628\u062a \u0648 \u0641\u06cc\u062f \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u06a9\u0647 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0627\u0632 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0645\u06cc \u0622\u06cc\u062f \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 MediaPipe \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u0645 \u0648 \u06cc\u06a9 \u0631\u0648\u0634 \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u06cc\u06a9 URL \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> ! pip install mediapipe<\/span>\n<\/code><\/pre>\n<p>\u0628\u0627 \u0646\u0635\u0628 \u0686\u0627\u0631\u0686\u0648\u0628\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u0622\u0646 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0631\u0627\u06cc\u062c:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> mediapipe <span class=\"hljs-keyword\">as<\/span> mp\n\n<span class=\"hljs-keyword\">import<\/span> cv2\n<span class=\"hljs-keyword\">import<\/span> numpy <span class=\"hljs-keyword\">as<\/span> np\n<span class=\"hljs-keyword\">import<\/span> matplotlib.pyplot <span class=\"hljs-keyword\">as<\/span> plt\n<\/code><\/pre>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0631\u0648\u0634 \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u06cc\u06a9 URL \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 RGB \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0622\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f\u060c \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> PIL\n<span class=\"hljs-keyword\">import<\/span> urllib\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">url_to_array<\/span>(<span class=\"hljs-params\">url<\/span>):<\/span>\n    req = urllib.request.urlopen(url)\n    arr = np.array(<span class=\"hljs-built_in\">bytearray<\/span>(req.read()), dtype=np.int8)\n    arr = cv2.imdecode(arr, -<span class=\"hljs-number\">1<\/span>)\n    arr = cv2.cvtColor(arr, cv2.COLOR_BGR2RGB)\n    <span class=\"hljs-keyword\">return<\/span> arr\n\nmug = <span class=\"hljs-string\">'https:\/\/goodstock.photos\/wp-content\/uploads\/2018\/01\/Laptop-Coffee-Mug-\u0631\u0648\u06cc-Table.jpg'<\/span>\nmug = url_to_array(mug)\n<\/code><\/pre>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 import \u0647\u0645 \u0631\u0627\u0647 \u062d\u0644 Objectron \u0648 \u0647\u0645 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627:<\/p>\n<pre><code class=\"hljs\">mp_objectron = mp.solutions.objectron\nmp_drawing = mp.solutions.drawing_utils\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>Objectron<\/code> \u06a9\u0644\u0627\u0633 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li><code>static_image_mode<\/code>: \u0686\u0647 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f (\u0648\u06cc\u062f\u0626\u0648)<\/li>\n<li><code>max_num_objects<\/code>: \u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0639\u062f\u0627\u062f \u0642\u0627\u0628\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621<\/li>\n<li><code>min_detection_confidence<\/code>: \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062a\u0634\u062e\u06cc\u0635 (\u0686\u0642\u062f\u0631 \u0634\u0628\u06a9\u0647 \u0628\u0627\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0628\u0627\u0634\u062f \u062a\u0627 \u06cc\u06a9 \u0634\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u0648\u062f)<\/li>\n<li><code>model_name<\/code>: \u06a9\u062f\u0627\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u0628\u06cc\u0646 \u0622\u0646 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u062f <code>'Cup'<\/code>\u060c <code>'Shoe'<\/code>\u060c <code>'Camera'<\/code> \u0648 <code>'Chair'<\/code>.<\/li>\n<\/ul>\n<p>\u0628\u0627 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0622\u0646\u0647\u0627 &#8211; \u0628\u06cc\u0627\u06cc\u06cc\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Objectron \u0648 <code>process()<\/code> \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc:<\/p>\n<pre><code class=\"hljs\">\nobjectron = mp_objectron.Objectron(\n    static_image_mode=<span class=\"hljs-literal\">True<\/span>,\n    max_num_objects=<span class=\"hljs-number\">5<\/span>,\n    min_detection_confidence=<span class=\"hljs-number\">0.2<\/span>,\n    model_name=<span class=\"hljs-string\">'Cup'<\/span>)\n\n\nresults = objectron.process(mug)\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>results<\/code> \u0634\u0627\u0645\u0644 \u0646\u0634\u0627\u0646\u0647 \u0647\u0627\u06cc \u062f\u0648\u0628\u0639\u062f\u06cc \u0648 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0634\u06cc(\u0647\u0627\u06cc) \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0686\u0631\u062e\u0634\u060c \u062a\u0631\u062c\u0645\u0647 \u0648 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0627\u0633\u062a.  \u0645\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u0645 process \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647\u060c \u062c\u0639\u0628\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0631\u0633\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>utils<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">if<\/span> <span class=\"hljs-keyword\">not<\/span> results.detected_objects:\n    <span class=\"hljs-built_in\">print<\/span>(<span class=\"hljs-string\">f'No box landmarks detected.'<\/span>)\n\n\nannotated_image = mug.copy()\n<span class=\"hljs-keyword\">for<\/span> detected_object <span class=\"hljs-keyword\">in<\/span> results.detected_objects:\n    \n    mp_drawing.draw_landmarks(annotated_image, \n                              detected_object.landmarks_2d, \n                              mp_objectron.BOX_CONNECTIONS)\n\n    \n    mp_drawing.draw_axis(annotated_image, \n                         detected_object.rotation, \n                         detected_object.translation)\n  \n\nfig, ax = plt.subplots(figsize=(<span class=\"hljs-number\">10<\/span>, <span class=\"hljs-number\">10<\/span>))\nax.imshow(annotated_image)\nax.axis(<span class=\"hljs-string\">'off'<\/span>)\nplt.show()\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0646\u062a\u06cc\u062c\u0647 \u062f\u0631:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/3d-object-detection-3d-bounding-boxes-in-python-with-mediapipe-objectron-0.png\" alt=\"\" title=\"\"><\/p>\n<p>\u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u062a\u0631 \u0627\u0633\u062a \u0631\u0648\u06cc \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc!  \u0628\u0631\u0627\u06cc \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u060c \u0686\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0628 \u06a9\u0645 \u06cc\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u06a9\u062f \u0632\u06cc\u0627\u062f\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f.  OpenCV \u06cc\u06a9 \u062a\u0646\u0627\u0633\u0628 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\u060c \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0648 \u062a\u063a\u0630\u06cc\u0647 \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0628\u0647 \u0645\u062f\u0644 Objectron \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">\ncap = cv2.VideoCapture(<span class=\"hljs-number\">0<\/span>)\n\n\n\nobjectron = mp_objectron.Objectron(static_image_mode=<span class=\"hljs-literal\">False<\/span>,\n                            max_num_objects=<span class=\"hljs-number\">5<\/span>,\n                            min_detection_confidence=<span class=\"hljs-number\">0.4<\/span>,\n                            min_tracking_confidence=<span class=\"hljs-number\">0.70<\/span>,\n                            model_name=<span class=\"hljs-string\">'Cup'<\/span>)\n                            \n\n<span class=\"hljs-keyword\">while<\/span> cap.isOpened():\n    success, image = cap.read()\n\n    image.flags.writeable = <span class=\"hljs-literal\">False<\/span>\n    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n    results = objectron.process(image)\n\n    image.flags.writeable = <span class=\"hljs-literal\">True<\/span>\n    image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n    <span class=\"hljs-keyword\">if<\/span> results.detected_objects:\n        <span class=\"hljs-keyword\">for<\/span> detected_object <span class=\"hljs-keyword\">in<\/span> results.detected_objects:\n            \n            mp_drawing.draw_landmarks(image, \n                                      detected_object.landmarks_2d, \n                                      mp_objectron.BOX_CONNECTIONS)\n            \n            mp_drawing.draw_axis(image, \n                                 detected_object.rotation,\n                                 detected_object.translation)\n\n    cv2.imshow(<span class=\"hljs-string\">'MediaPipe Objectron'<\/span>, cv2.flip(image, <span class=\"hljs-number\">1<\/span>))\n    <span class=\"hljs-keyword\">if<\/span> cv2.waitKey(<span class=\"hljs-number\">10<\/span>) &amp; <span class=\"hljs-number\">0xFF<\/span> == <span class=\"hljs-built_in\">ord<\/span>(<span class=\"hljs-string\">'q'<\/span>):\n        <span class=\"hljs-keyword\">break<\/span>\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n<p>\u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0646\u0648\u0634\u062a\u0646 \u06a9\u0631\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 <code>image.flags.writeable = False<\/code> \u0631\u0627 \u0645\u06cc \u0633\u0627\u0632\u062f process \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f \u0648 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a.  \u0622\u062e\u0631\u06cc\u0646 <code>cv2.flip()<\/code> \u0631\u0648\u06cc  \u062a\u0635\u0648\u06cc\u0631 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0646\u06cc\u0632 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a &#8211; \u0648 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0622\u06cc\u0646\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u06a9\u0645\u06cc \u0628\u0635\u0631\u06cc \u062a\u0631 \u0634\u0648\u062f.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0648 \u06cc\u06a9 \u0644\u06cc\u0648\u0627\u0646 \u0645\u0639\u0645\u0648\u0644\u06cc \u062c\u0647\u0627\u0646\u06cc IKEA\u060c \u0646\u062a\u0627\u06cc\u062c \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/3d-object-detection-3d-bounding-boxes-in-python-with-mediapipe-objectron-1.gif\" alt=\"\" title=\"\"><\/p>\n<p>\u062e\u0631\u0648\u062c\u06cc \u06a9\u0645\u06cc \u0644\u0631\u0632\u0627\u0646 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u062a\u0631\u062c\u0645\u0647 \u0686\u0631\u062e\u0634\u06cc \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u060c \u062d\u062a\u06cc \u0628\u0627 \u062f\u0633\u062a \u0644\u0631\u0632\u0627\u0646 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0628\u0627 \u0648\u0636\u0648\u062d \u067e\u0627\u06cc\u06cc\u0646.  \u0648\u0642\u062a\u06cc \u06cc\u06a9 \u0634\u06cc \u0627\u0632 \u06a9\u0627\u062f\u0631 \u062e\u0627\u0631\u062c \u0645\u06cc \u0634\u0648\u062f \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u0645\u06cc \u0627\u0641\u062a\u062f\u061f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/3d-object-detection-3d-bounding-boxes-in-python-with-mediapipe-objectron-2.gif\" alt=\"\" title=\"\"><\/p>\n<p>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u06cc \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0634\u062e\u06cc\u0635 \u0645\u062a\u0648\u0642\u0641 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u062c\u0639\u0628\u0647 \u0628\u0647 \u0648\u0636\u0648\u062d \u0645\u062a\u0648\u062c\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062c\u0633\u0645 \u0627\u0632 \u06a9\u0627\u062f\u0631 \u062e\u0627\u0631\u062c \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0645\u062d\u0636 \u0627\u06cc\u0646\u06a9\u0647 \u062c\u0633\u0645 \u062f\u0648\u0628\u0627\u0631\u0647 \u0648\u0627\u0631\u062f \u06a9\u0627\u062f\u0631 \u0634\u062f\u060c \u06cc\u06a9 \u0628\u0627\u0631 \u062f\u06cc\u06af\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f.  \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u06a9\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0628\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f \u062a\u0627 \u062d\u062f\u0648\u062f\u06cc \u0628\u0647\u062a\u0631 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f <em>\u062f\u0633\u062a\u0647 \u0644\u06cc\u0648\u0627\u0646<\/em>\u060c \u0632\u06cc\u0631\u0627 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062f\u0633\u062a\u0647 \u0642\u0627\u0628\u0644 \u0631\u0648\u06cc\u062a \u0646\u06cc\u0633\u062a\u060c \u062e\u0631\u0648\u062c\u06cc \u0647\u0627 \u0644\u0631\u0632\u0634 \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0631\u0646\u062f (\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u06a9\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0642\u06cc\u0642 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