{"id":16080,"date":"2024-01-20T14:17:21","date_gmt":"2024-01-20T10:47:21","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%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/"},"modified":"2024-01-20T14:17:21","modified_gmt":"2024-01-20T10:47:21","slug":"%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86","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%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 ImageAI \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646"},"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%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%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%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7\" >\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#imageai\" >ImageAI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d9%85%d8%ad%db%8c%d8%b7_%d8%ae%d9%88%d8%af\" >\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%d8%a7%d9%86%d8%ac%d8%a7%d9%85_%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7_%d8%a8%d8%a7_imageai\" >\u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 ImageAI<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7-%d8%a8%d8%a7-imageai-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\/#%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\"> 4<\/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 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0648\u0633\u06cc\u0639 \u062a\u0631\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Computer_vision\">\u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648\u06cc\u0698\u0646<\/a>.  \u0628\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627 \u0633\u0631\u0648\u06a9\u0627\u0631 \u062f\u0627\u0631\u062f.  \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u062f\u0627\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647\u060c \u062a\u0634\u062e\u06cc\u0635 \u0648\u0633\u06cc\u0644\u0647 \u0646\u0642\u0644\u06cc\u0647\u060c \u0634\u0645\u0627\u0631\u0634 \u0639\u0627\u0628\u0631 \u067e\u06cc\u0627\u062f\u0647\u060c \u062e\u0648\u062f\u0631\u0648\u0647\u0627\u06cc \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0648 \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0645\u0627\u0645 \u0627\u0634\u06cc\u0627\u0621 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>\u0634\u06cc \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0631\u0627 \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u06a9\u0645\u06a9 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/imageai.readthedocs.io\/en\/latest\/detection\/index.html\">ImageAI<\/a> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/p>\n<h2 id=\"deeplearningforobjectdetection\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c_%d8%b9%d9%85%db%8c%d9%82_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7\"><\/span>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0647 \u0627\u062b\u0628\u0627\u062a \u0631\u0633\u06cc\u062f\u0647\u200c\u0627\u0646\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 ImageAI \u062f\u0642\u06cc\u0642\u0627 \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h2 id=\"imageai\"><span class=\"ez-toc-section\" id=\"imageai\"><\/span>ImageAI<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>ImageAI \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Python \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u0633\u0627\u0632\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0648 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 Computer Vision \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f \u062e\u0637 \u06a9\u062f \u0645\u0633\u062a\u0642\u06cc\u0645 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  ImageAI \u0634\u0627\u0645\u0644 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Python \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a. <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/1708.02002\">\u0631\u062a\u06cc\u0646\u0627 \u0646\u062a<\/a>\u060c <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pjreddie.com\/darknet\/yolo\/\">YOLOv3<\/a>\u0648 TinyYOLOv3.<\/p>\n<p>ImageAI \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 API \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f &#8211; \u062f\u0627\u0631\u0627\u06cc API \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u062a\u0634\u062e\u06cc\u0635 \u0648\u06cc\u062f\u06cc\u0648 \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0631\u062f.  ImageAI \u0627\u0632 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0622\u0646 \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 <code>ObjectDetection<\/code> \u06a9\u0644\u0627\u0633 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ImageAI \u0634\u0627\u0645\u0644 \u062a\u0648\u0627\u0628\u0639\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a \u0631\u0648\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647.  \u0628\u0627 ImageAI \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f 80 \u0646\u0648\u0639 \u0634\u06cc\u0621 \u0645\u0639\u0645\u0648\u0644\u06cc \u0648 \u0631\u0648\u0632\u0645\u0631\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u062f.<\/p>\n<h3 id=\"settingupyourenvironment\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d9%85%d8%ad%db%8c%d8%b7_%d8%ae%d9%88%d8%af\"><\/span>\u062a\u0646\u0638\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u062e\u0648\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0646\u0635\u0628 ImageAI \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ImageAI \u0628\u0627\u06cc\u062f \u0686\u0646\u062f \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0634\u0645\u0627.  \u067e\u0627\u06cc\u062a\u0648\u0646 3 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.python.org\/\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>.<\/p>\n<p>\u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0631\u062f\u06cc\u062f \u0631\u0648\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f <code>pip<\/code>:<\/p>\n<p><strong>TensorFlow<\/strong><\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install tensorflow<\/span>\n<\/code><\/pre>\n<p><strong>OpenCV<\/strong><\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install opencv-python<\/span>\n<\/code><\/pre>\n<p><strong>\u06a9\u0631\u0627\u0633<\/strong><\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install keras<\/span>\n<\/code><\/pre>\n<p><strong>ImageAI<\/strong><\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install imageAI<\/span>\n<\/code><\/pre>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/github.com\/OlafenwaMoses\/ImageAI\/releases\/download\/1.0\/yolo-tiny.h5\">TinyYOLOv3<\/a> \u0641\u0627\u06cc\u0644 \u0645\u062f\u0644 \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0645\u062f\u0644 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3 id=\"performingobjectdetectionwithimageai\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%86%d8%ac%d8%a7%d9%85_%d8%aa%d8%b4%d8%ae%db%8c%d8%b5_%d8%a7%d8%b4%db%8c%d8%a7_%d8%a8%d8%a7_imageai\"><\/span>\u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 ImageAI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0628\u06cc\u0646\u06cc\u0645 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ImageAI \u0648\u0627\u0642\u0639\u0627\u064b \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.  \u0645\u0646 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u0645 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0648\u0644\u06cc\u0646 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 ImageAI \u0628\u0633\u0627\u0632\u06cc\u062f.<\/p>\n<h4 id=\"step1\">\u0645\u0631\u062d\u0644\u0647 1<\/h4>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0648\u0638\u06cc\u0641\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u06cc\u062c\u0627\u062f \u067e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u067e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<ul>\n<li><strong>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/strong>: root \u067e\u0648\u0634\u0647<\/li>\n<li><strong>\u0645\u062f\u0644 \u0647\u0627<\/strong>: \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/li>\n<li><strong>\u0648\u0631\u0648\u062f\u06cc<\/strong>: \u0641\u0627\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645<\/li>\n<li><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong>: \u0641\u0627\u06cc\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u067e\u0648\u0634\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u062f\u060c <code>Object detection<\/code> \u067e\u0648\u0634\u0647 \u0628\u0627\u06cc\u062f \u0632\u06cc\u0631 \u067e\u0648\u0634\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<pre><code class=\"hljs\">\u251c\u2500\u2500 input\n\u251c\u2500\u2500 models\n\u2514\u2500\u2500 output\n\n3 directories, 0 files\n<\/code><\/pre>\n<h4 id=\"step2\">\u06af\u0627\u0645 2<\/h4>\n<p>\u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646 \u062f\u0644\u062e\u0648\u0627\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f <code>detector.py<\/code>.<\/p>\n<h4 id=\"step3\">\u0645\u0631\u062d\u0644\u0647 3<\/h4>\n<p>\u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 <code>ObjectDetection<\/code> \u06a9\u0644\u0627\u0633 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ImageAI.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> imageai.Detection <span class=\"hljs-keyword\">import<\/span> ObjectDetection\n<\/code><\/pre>\n<h4 id=\"step4\">\u0645\u0631\u062d\u0644\u0647 4<\/h4>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 imageAI \u0648 \u0622\u0646 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f <code>ObjectDetection<\/code> class\u060c \u0645\u0648\u0631\u062f \u0628\u0639\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a <code>ObjectDetection<\/code>\u060c \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">detector = ObjectDetection()\n<\/code><\/pre>\n<h4 id=\"step5\">\u0645\u0631\u062d\u0644\u0647 5<\/h4>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u0633\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u0648 \u0645\u062f\u0644 \u062e\u0648\u062f \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\">model_path = <span class=\"hljs-string\">\".\/models\/yolo-tiny.h5\"<\/span>\ninput_path = <span class=\"hljs-string\">\".\/input\/test45.jpg\"<\/span>\noutput_path = <span class=\"hljs-string\">\".\/output\/newimage.jpg\"<\/span>\n<\/code><\/pre>\n<h4 id=\"step6\">\u0645\u0631\u062d\u0644\u0647 6<\/h4>\n<p>\u067e\u0633 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647 \u0633\u0627\u0632\u06cc <code>ObjectDetection<\/code> \u06a9\u0644\u0627\u0633 \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062a\u0648\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645.  \u06a9\u0644\u0627\u0633 \u0634\u0627\u0645\u0644 \u062a\u0648\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a: <code>setModelTypeAsRetinaNet()<\/code>\u060c <code>setModelTypeAsYOLOv3()<\/code>\u060c \u0648 <code>setModelTypeAsTinyYOLOv3()<\/code>.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u0645 \u06a9\u0631\u062f <code>TinyYOLOv3<\/code> \u0645\u062f\u0644\u060c \u0648 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648 \u0645\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f <code>setModelTypeAsTinyYOLOv3()<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0627\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062f\u0644 \u0645\u0627.<\/p>\n<pre><code class=\"hljs\">detector.setModelTypeAsTinyYOLOv3()\n<\/code><\/pre>\n<h4 id=\"step7\">\u0645\u0631\u062d\u0644\u0647 7<\/h4>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 <code>setModelPath()<\/code>.  \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0631\u0634\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0645\u06cc \u067e\u0630\u06cc\u0631\u062f \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0645\u0633\u06cc\u0631 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">detector.setModelPath(model_path)\n<\/code><\/pre>\n<h4 id=\"step8\">\u0645\u0631\u062d\u0644\u0647 8<\/h4>\n<p>\u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u062a\u0627\u0628\u0639 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>loadModel()<\/code> \u0627\u0632 <code>detector<\/code> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644.  \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0645\u0633\u06cc\u0631 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f <code>setModelPath()<\/code> \u0631\u0648\u0634 \u06a9\u0644\u0627\u0633<\/p>\n<pre><code class=\"hljs\">detector.loadModel()\n<\/code><\/pre>\n<h4 id=\"step9\">\u0645\u0631\u062d\u0644\u0647 9<\/h4>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0627\u06cc\u062f \u0634\u0645\u0627\u0631\u0647 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u06cc\u0645 <code>detectObjectsFromImage<\/code> \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>detector<\/code> \u0634\u06cc \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u0642\u0633\u0645\u062a \u0642\u0628\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u0628\u0647 \u062f\u0648 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f: <code>input_image<\/code> \u0648 <code>output_image_path<\/code>. <code>input_image<\/code> \u0645\u0633\u06cc\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06a9\u0647 \u0645\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062f\u0631 \u0622\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>output_image_path<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0645\u0633\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u062a\u0627\u0628\u0639 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0646\u0627\u0645 \u0647\u0627 \u0648 \u062f\u0631\u0635\u062f \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u062a\u0645\u0627\u0645 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<pre><code class=\"hljs\">detection = detector.detectObjectsFromImage(input_image=input_path, output_image_path=output_path)\n<\/code><\/pre>\n<h4 id=\"step10\">\u0645\u0631\u062d\u0644\u0647 10<\/h4>\n<p>\u0628\u0627 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0647\u0631 \u0645\u0648\u0631\u062f \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0622\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">for<\/span> eachItem <span class=\"hljs-keyword\">in<\/span> detection:\n    <span class=\"hljs-built_in\">print<\/span>(eachItem(<span class=\"hljs-string\">\"name\"<\/span>) , <span class=\"hljs-string\">\" : \"<\/span>, eachItem(<span class=\"hljs-string\">\"percentage_probability\"<\/span>))\n<\/code><\/pre>\n<h4 id=\"completecodeforobjectdetection\">\u06a9\u062f \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/h4>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062a\u0635\u0648\u06cc\u0631 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> imageai.Detection <span class=\"hljs-keyword\">import<\/span> ObjectDetection\n\ndetector = ObjectDetection()\n\nmodel_path = <span class=\"hljs-string\">\".\/models\/yolo-tiny.h5\"<\/span>\ninput_path = <span class=\"hljs-string\">\".\/input\/test45.jpg\"<\/span>\noutput_path = <span class=\"hljs-string\">\".\/output\/newimage.jpg\"<\/span>\n\ndetector.setModelTypeAsTinyYOLOv3()\ndetector.setModelPath(model_path)\ndetector.loadModel()\ndetection = detector.detectObjectsFromImage(input_image=input_path, output_image_path=output_path)\n\n<span class=\"hljs-keyword\">for<\/span> eachItem <span class=\"hljs-keyword\">in<\/span> detection:\n    <span class=\"hljs-built_in\">print<\/span>(eachItem(<span class=\"hljs-string\">\"name\"<\/span>) , <span class=\"hljs-string\">\" : \"<\/span>, eachItem(<span class=\"hljs-string\">\"percentage_probability\"<\/span>))\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0627\u0645 \u0647\u0631 \u0634\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0631\u0635\u062f \u0627\u062d\u062a\u0645\u0627\u0644 \u0622\u0646 \u0645\u0627\u0646\u0646\u062f \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f:<br \/><strong>\u062e\u0631\u0648\u062c\u06cc<\/strong><\/p>\n<pre><code class=\"hljs\">car  :  54.72719073295593\ncar  :  58.94589424133301\ncar  :  62.59384751319885\ncar  :  74.07448291778564\ncar  :  91.10507369041443\ncar  :  97.26507663726807\ncar  :  97.55765795707703\nperson  :  53.6459743976593\nperson  :  56.59831762313843\nperson  :  72.28181958198547\n<\/code><\/pre>\n<p><strong>\u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc:<\/strong><\/p>\n<p>\u062a\u0635\u0648\u06cc\u0631 \u0627\u0635\u0644\u06cc\u060c \u06cc\u0639\u0646\u06cc &#8220;test45&#8221; \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0628\u0648\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/object-detection-with-imageai-python-1.jpg\" alt=\"\" title=\"\"><\/p>\n<p><strong>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc:<\/strong><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u060c \u062a\u0635\u0648\u06cc\u0631 \u062d\u0627\u0635\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/stackabuse.s3.amazonaws.com\/media\/object-detection-with-imageai-python-2.jpg\" alt=\"\" title=\"\"><\/p>\n<p>\u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 ImageAI \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627 \u0648 \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c \u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u0627\u0646\u062c\u0627\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 ImageAI \u0628\u0627 \u06a9\u0645\u06a9 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0645\u0646\u0627\u0628\u0639<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-20 14:17:05<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;16080&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 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 ImageAI \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&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: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/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: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><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: 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