{"id":11545,"date":"2021-05-03T16:06:48","date_gmt":"2021-05-03T11:36:48","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=11545"},"modified":"2024-11-29T18:36:58","modified_gmt":"2024-11-29T15:06:58","slug":"faster-r-cnn-object-detection-with-pytorch","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 &#8211; \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 Faster R-CNN"},"content":{"rendered":"<p style=\"text-align: justify;\">\u062f\u0631 \u0642\u0633\u0645\u062a \u0634\u0634\u0645 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN \u0628\u0627 PyTorch \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u067e\u0633 \u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-rank-math-toc-block\"><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 counter-hierarchy ez-toc-counter-rtl ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062e\u0648\u0627\u0646\u062f :<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span 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\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 R-CNN<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B3-%DB%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_Fast_R-CNN\" >\u06f3-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Fast R-CNN<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B4-%DB%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_Faster_R-CNN\" >\u06f4-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B3-_%DA%A9%D8%AF_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D8%A8%D8%A7_PyTorch\" >\u06f3- \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 PyTorch<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B1-%DB%B3_%D9%88%D8%B1%D9%88%D8%AF%DB%8C_%D9%88_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\" >\u06f1-\u06f3 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" 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href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B4-%DB%B3_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_%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\" >\u06f4-\u06f3 \u062e\u0637 \u0644\u0648\u0644\u0647 \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-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B5-%DB%B3_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\" >\u06f5-\u06f3 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/faster-r-cnn-object-detection-with-pytorch\/#%DB%B4-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%B2%D9%85%D8%A7%D9%86_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7_%D9%85%D8%AF%D9%84_%D8%AF%D8%B1_CPU_%D9%88_GPU\" >\u06f4- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u062f\u0631 CPU \u0648 GPU<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\"><\/span>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<span class=\"ez-toc-section-end\"><\/span><\/h2><nav><ul><li><a href=\"#h-1\" >\u06f1- \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/a><ul><li><a href=\"#h-1-1\" >\u06f1-\u06f1 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 : \u0627\u0632 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0628\u0627\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/a><\/li><\/ul><\/li><li><a href=\"#h-2\" >\u06f2- \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/a><ul><li><a href=\"#h-1-2\" >\u06f1-\u06f2 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646<\/a><\/li><li><a href=\"#h-2-2-r-cnn\" >\u06f2-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 R-CNN<\/a><\/li><li><a href=\"#h-3-2-fast-r-cnn\" >3-2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Fast R-CNN <\/a><\/li><li><a href=\"#h-4-2-faster-r-cnn\" >4-2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN <\/a><\/li><\/ul><\/li><li><a href=\"#h-3-pytorch\" >3- \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 PyTorch<\/a><ul><li><a href=\"#h-1-3\" >1-3 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc<\/a><\/li><li><a href=\"#h-2-3\" >\u06f2-\u06f3 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647<\/a><\/li><li><a href=\"#h-3-3\" >\u06f3-\u06f3 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u062f\u0644<\/a><\/li><li><a href=\"#h-4-3\" >\u06f4-\u06f3 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/a><\/li><li><a href=\"#h-5-3\" >\u06f5-\u06f3 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/a><ul><li><a href=\"#h-3-5-1\" >\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f1<\/a><\/li><li><a href=\"#h-3-5-2\" >\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f2<\/a><\/li><li><a href=\"#h-3-5-3\" >\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f3<\/a><\/li><li><a href=\"#h-3-5-4\" >\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f4<\/a><\/li><\/ul><\/li><\/ul><\/li><li><a href=\"#h-4-cpu-gpu\" >\u06f4- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u062f\u0631 CPU \u0648 GPU<\/a><\/li><\/nav><\/ul><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-1\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7\"><\/span><strong>\u06f1- \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u060c \u0645\u0633\u0626\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0628\u0631\u0686\u0633\u0628 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u06cc\u06a9 \u06af\u0631\u0628\u0647 \u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u060c \u0628\u0631\u0686\u0633\u0628 &#8221; \u06af\u0631\u0628\u0647 &#8221; \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062e\u0631\u0648\u062c\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 <strong><a href=\"https:\/\/shahaab-co.com\/mag\/tag\/%d8%aa%d8%b4%d8%ae%db%8c%d8%b5-%d8%a7%d8%b4%db%8c%d8%a7\/\">\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 ( Object Detection )<\/a><\/strong> \u060c \u0645\u0627 \u0641\u0642\u0637 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u062c\u0633\u0627\u0645 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0646\u06cc\u0633\u062a\u06cc\u0645\u060c \u0628\u0644\u06a9\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0645\u0648\u0642\u0639\u06cc\u062a \u0622\u0646 \u0647\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0647\u0645 \u0628\u062f\u0627\u0646\u06cc\u0645. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062c\u0647\u062a \u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u06a9\u0627\u0631\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062a\u0641\u0627\u0648\u062a \u0628\u06cc\u0646 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1000\" height=\"562\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0641\u0627\u0648\u062a-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0648-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg\" alt=\"\u062a\u0641\u0627\u0648\u062a \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\" class=\"wp-image-11601\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0641\u0627\u0648\u062a-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0648-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg 1000w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0641\u0627\u0648\u062a-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0648-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-300x169.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0641\u0627\u0648\u062a-\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u062a\u0635\u0648\u06cc\u0631-\u0648-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-768x432.jpg 768w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption>\u062a\u0641\u0627\u0648\u062a \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/figcaption><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-1\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B1_%DA%A9%D9%84%D8%A7%D8%B3%D9%87_%D8%A8%D9%86%D8%AF%DB%8C_%D8%AA%D8%B5%D9%88%DB%8C%D8%B1_%DB%8C%D8%A7_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D8%A7%D8%B2_%DA%A9%D8%AF%D8%A7%D9%85_%DB%8C%DA%A9_%D8%A8%D8%A7%DB%8C%D8%AF_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%DA%A9%D8%B1%D8%AF%D8%9F\"><\/span><strong>\u06f1-\u06f1 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 : \u0627\u0632 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0628\u0627\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\"><strong><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-image-classification-using-pre-trained-models\/\" target=\"_blank\" rel=\"noopener\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/a><\/strong> \u060c \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0641\u0642\u0637 \u06cc\u06a9 \u0634\u06cc \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a. \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0644\u0627\u0633 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u06af\u0631\u0628\u0647 \u0647\u0627 \u060c \u0633\u06af \u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647) \u0627\u0645\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0641\u0642\u0637 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0634\u06cc \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u060c \u0628\u0627\u06cc\u062f \u0645\u0648\u0642\u0639\u06cc\u062a \u0627\u0634\u06cc\u0627 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u0645. \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0646\u0633\u0628\u062a \u0628\u0647 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0646\u062f\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062e\u0627\u0637\u0631\u060c \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a \u0627\u0634\u06cc\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a\u060c \u0627\u0632 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-2\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7\"><\/span><strong>\u06f2- \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u060c \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062f\u0648 \u0645\u0631\u062d\u0644\u0647 \u0627\u06cc \u0627\u0633\u062a :<\/p>\n<ul style=\"text-align: justify;\">\n<li>\u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646 \u06a9\u0627\u062f\u0631 \u0647\u0627\u06cc\u06cc \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0627\u0634\u06cc\u0627 \u060c \u0628\u0647 \u0637\u0648\u0631\u06cc \u06a9\u0647 \u0647\u0631 \u06a9\u0627\u062f\u0631 \u0641\u0642\u0637 \u0646\u0634\u0627\u0646\u06af\u0631 \u06cc\u06a9 \u0634\u06cc \u0628\u0627\u0634\u062f<\/li>\n<li>\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062e\u0644 \u0647\u0631 \u06a9\u0627\u062f\u0631 \u0648 \u0627\u062e\u062a\u0635\u0627\u0635 \u06cc\u06a9 \u0628\u0631\u0686\u0633\u0628 \u0628\u0647 \u0622\u0646<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u060c \u0645\u0631\u0627\u062d\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN \u0645\u06cc \u0634\u0648\u062f \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u062d\u062b \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-2\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B2_%D8%B1%D9%88%DB%8C%DA%A9%D8%B1%D8%AF_%D9%BE%D9%86%D8%AC%D8%B1%D9%87_%D9%84%D8%BA%D8%B2%D8%A7%D9%86\"><\/span><strong>\u06f1-\u06f2 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0627\u06a9\u062b\u0631 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u06a9\u0644\u0627\u0633\u06cc\u06a9 \u0645\u0627\u0646\u0646\u062f HAAR cascade &nbsp;\u0648 HOG + SVM \u0627\u0632 \u0631\u0648\u0634 \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u060c \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u0644\u063a\u0632\u0627\u0646\u0646\u062f \u0648 \u062a\u0645\u0627\u0645 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627\u06cc \u062f\u0627\u062e\u0644 \u0622\u0646 \u067e\u0646\u062c\u0631\u0647 \u0631\u0627 \u0628\u0631\u0634 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0627\u06af\u0631 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0634\u06cc \u0645\u0634\u062e\u0635 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u062f \u060c \u06a9\u0627\u062f\u0631 \u0648 \u0628\u0631\u0686\u0633\u0628 \u06a9\u0644\u0627\u0633 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a\u060c \u0628\u0647 \u0633\u0631\u0627\u063a \u067e\u0646\u062c\u0631\u0647 \u0628\u0639\u062f\u06cc \u0645\u06cc \u0631\u0648\u062f. \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646 \u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627 \u062f\u0631 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u060c \u0628\u0627\u06cc\u062f \u067e\u0646\u062c\u0631\u0647 \u0647\u0627\u06cc \u0644\u063a\u0632\u0627\u0646 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627 \u0648 \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0648\u06cc \u0647\u0631 \u067e\u06cc\u06a9\u0633\u0644 \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u060c \u067e\u0646\u062c\u0631\u0647 \u0647\u0627\u06cc \u0644\u063a\u0632\u0627\u0646 \u0641\u0642\u0637 \u0632\u0645\u0627\u0646\u06cc \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u0645\u0627 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0634\u06cc \u0631\u0627 \u0628\u0627 \u06cc\u06a9 \u0646\u0633\u0628\u062a \u062b\u0627\u0628\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 HOG + SVM \u06cc\u0627 HAAR \u062f\u0631 OpenCV \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u062c\u0627\u0644\u0628 \u0627\u0633\u062a \u0628\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0645\u0639\u0631\u0648\u0641 <a href=\"https:\/\/fa.wikipedia.org\/wiki\/%DA%86%D8%A7%D8%B1%DA%86%D9%88%D8%A8_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D9%88%DB%8C%D9%88%D9%84%D8%A7-%D8%AC%D9%88%D9%86%D8%B2\" target=\"_blank\" rel=\"noopener\">Viola Jones<\/a> \u0627\u0632 \u067e\u0646\u062c\u0631\u0647 \u0647\u0627\u06cc \u0644\u063a\u0632\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u060c \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u0633\u0626\u0644\u0647 \u0642\u0627\u0628\u0644 \u06a9\u0646\u062a\u0631\u0644 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0641\u0642\u0637 \u06a9\u0627\u062f\u0631 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-2-r-cnn\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_R-CNN\"><\/span><strong>\u06f2-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 R-CNN<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u067e\u0633 \u0627\u0632 \u0645\u0648\u0641\u0642\u06cc\u062a \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 CNN \u062f\u0631 \u0686\u0627\u0644\u0634 ImageNet (<a href=\"http:\/\/www.image-net.org\/challenges\/LSVRC\/\" target=\"_blank\" rel=\"noopener\">ILSVRC<\/a>) \u062f\u0631 \u0633\u0627\u0644 \u06f2\u06f0\u06f1\u06f2 \u060c \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc (CNN) \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0646\u062f. \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0647\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0627\u0634\u06cc\u0627 \u060c \u062f\u0631\u0648\u0646 \u062e\u0648\u062f \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u0631\u062f \u060c \u0644\u0630\u0627 \u0633\u0627\u062e\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0627\u0634\u06cc\u0627 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 CNN \u0627\u062c\u062a\u0646\u0627\u0628 \u0646\u0627\u067e\u0630\u06cc\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0648 \u0686\u0627\u0644\u0634 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0631\u0637\u0631\u0641 \u0634\u0648\u062f :<\/p>\n<ol style=\"text-align: justify;\">\n<li>\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 CNN \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0645\u0627\u0646\u0646\u062f HOG + SVM \u06cc\u0627HAAR cascade \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631 \u0628\u0648\u062f\u0646\u062f.<\/li>\n<li>\u062c\u0627\u0645\u0639\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u062f\u0633\u062a \u0627\u0632 \u0628\u0644\u0646\u062f \u067e\u0631\u0648\u0627\u0632\u06cc \u0628\u0631\u0646\u0645\u06cc \u062f\u0627\u0631\u062f. \u0628\u0631\u062e\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc\u0646 \u0645\u06cc \u062e\u0648\u0627\u0633\u062a\u0646\u062f \u06cc\u06a9 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0627\u0634\u06cc\u0627 \u0686\u0646\u062f \u06a9\u0644\u0627\u0633\u0647 \u0628\u0633\u0627\u0632\u0646\u062f \u06a9\u0647 \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u060c \u0628\u062a\u0648\u0627\u0646\u062f \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0647\u0645 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u062f.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u060c \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631 \u0628\u0648\u062f\u0646 \u0645\u0646\u062a\u0641\u06cc \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062d\u0642\u0642\u0627\u0646 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0627\u06cc\u062f\u0647 \u062c\u062f\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0645\u0648\u0642\u0639\u06cc\u062a \u06a9\u0627\u062f\u0631 \u0647\u0627\u06cc\u06cc \u062d\u0627\u0648\u06cc \u0627\u0634\u06cc\u0627 \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u062f\u0631 \u0647\u0627\u060c <strong>\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 ( Region Proposals&nbsp;)<\/strong> \u06cc\u0627 <strong>\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0627\u0634\u06cc\u0627 ( Object Proposals )<\/strong> \u06af\u0641\u062a\u0647 \u0645\u06cc \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 \u0635\u0631\u0641\u0627\u064b \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u06a9\u0627\u062f\u0631\u0647\u0627\u06cc \u0628\u0627 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u0634\u06cc \u067e\u0627\u06cc\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0645\u0647\u0645 \u0646\u06cc\u0633\u062a \u06a9\u062f\u0627\u0645 \u0634\u06cc \u062f\u0631 \u06a9\u0627\u062f\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u060c \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u0686\u0646\u062f \u0635\u062f \u06a9\u0627\u062f\u0631 \u062f\u0631 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627 \u060c \u0645\u0642\u06cc\u0627\u0633 \u0647\u0627 \u0648 \u0646\u0633\u0628\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06a9\u062b\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u062f\u0631 \u0647\u0627 \u0647\u06cc\u0686 \u0634\u06cc\u0626\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u0622\u06cc\u0627 \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 \u0647\u0646\u0648\u0632&nbsp; \u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f\u061f<\/p>\n<p style=\"text-align: justify;\">\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0686\u0646\u062f \u0635\u062f \u06a9\u0627\u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u060c \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0627\u0646 \u062a\u0631 \u0627\u0632 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0622\u0646 \u062f\u0631 \u0635\u062f\u0647\u0627 \u0647\u0632\u0627\u0631 \u06cc\u0627 \u062d\u062a\u06cc \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u06a9\u0627\u062f\u0631 \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646 \u0627\u0633\u062a. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062e\u0627\u0637\u0631\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u0647\u0646\u0648\u0632 \u0647\u0645 \u06af\u0627\u0647\u06cc \u0645\u0641\u06cc\u062f \u0648 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0648\u0644\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0646\u0627\u062d\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f R-CNN ( Regions with features CNN ) &nbsp;\u0628\u0648\u062f. ( \u062a\u0648\u0633\u0637 <a href=\"https:\/\/arxiv.org\/pdf\/1311.2524.pdf\" target=\"_blank\" rel=\"noopener\">Ross Girshick \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646<\/a>)<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"800\" height=\"296\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-rcnn.jpg\" alt=\"\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 rcnn\" class=\"wp-image-11603\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-rcnn.jpg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-rcnn-300x111.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-rcnn-768x284.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: center;\">\u0645\u0646\u0628\u0639 \u062a\u0635\u0648\u06cc\u0631 : <a href=\"https:\/\/arxiv.org\/pdf\/1311.2524.pdf\" target=\"_blank\" rel=\"noopener\">\u0645\u0642\u0627\u0644\u0647 R-CNN \u062a\u0648\u0633\u0637 Ross Girshick \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646<\/a><\/p>\n<p style=\"text-align: justify;\">\u0622\u0646 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 Selective Search \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06f2\u06f0\u06f0\u06f0 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u0646\u062f \u0648 \u06cc\u06a9 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 CNN + SVM \u0631\u0627 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u06f2\u06f0\u06f0\u06f0 \u06a9\u0627\u062f\u0631 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0631\u062f\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">R-CNN \u062f\u0631 \u0622\u0646 \u0632\u0645\u0627\u0646 \u0628\u0633\u06cc\u0627\u0631 \u062f\u0642\u06cc\u0642 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0631\u062f \u060c \u0627\u0645\u0627 \u0647\u0646\u0648\u0632 \u0633\u0631\u0639\u062a \u067e\u0627\u06cc\u06cc\u0646\u06cc \u062f\u0627\u0634\u062a ( \u06f1\u06f8 \u062a\u0627 \u06f2\u06f0 \u062b\u0627\u0646\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 GPU )<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-2-fast-r-cnn\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_Fast_R-CNN\"><\/span><strong>\u06f3-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 <strong>Fast R-CNN<\/strong> <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 R-CNN \u0647\u0631 \u06a9\u0627\u062f\u0631 \u0628\u0647 \u0637\u0648\u0631 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062a\u0648\u0633\u0637 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0645\u06cc \u0634\u062f. \u06f2\u06f0\u06f0\u06f0 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc ( feature map ) \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0631\u062f\u060c \u06a9\u0647 \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u0647\u0632\u06cc\u0646\u0647 \u0628\u0631 \u0628\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0647\u0645\u06cc\u0646 \u0631\u0627\u0633\u062a\u0627 Ross Girshick \u060c \u0631\u0648\u0634\u06cc \u0631\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f \u0628\u0647 \u0646\u0627\u0645 Fast R-CNN \u06a9\u0647 \u0633\u0631\u0639\u062a \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u062f\u0647 \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc \u06f2\u06f0\u06f0\u06f0 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u06f2\u06f0\u06f0\u06f0 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u060c \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0648\u0627\u062d\u062f \u0628\u0631\u0627\u06cc \u06a9\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u060c \u06cc\u06a9 \u0646\u0627\u062d\u06cc\u0647 \u0645\u0637\u0644\u0648\u0628 (RoI) \u0644\u0627\u06cc\u0647 \u062a\u062c\u0645\u0639\u06cc (pooling)\u060c \u06cc\u06a9 \u0628\u0631\u062f\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0627 \u0637\u0648\u0644 \u062b\u0627\u0628\u062a \u0631\u0627 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u062f. \u0633\u067e\u0633 \u0627\u0632 \u0647\u0631 \u0628\u0631\u062f\u0627\u0631 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0631\u0627\u06cc \u062f\u0648 \u0647\u062f\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f :<\/p>\n<ol>\n<li style=\"text-align: justify;\">\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0646\u0627\u062d\u06cc\u0647 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627 (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0633\u06af \u060c \u06af\u0631\u0628\u0647 \u060c \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647).<\/li>\n<li style=\"text-align: justify;\">\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u06a9\u0627\u062f\u0631 \u0627\u0635\u0644\u06cc\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u06a9\u0627\u062f\u0631<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-Fast-rcnn.jpg\" alt=\"\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 Fast rcnn\" class=\"wp-image-11606\" width=\"800\" height=\"324\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-Fast-rcnn.jpg 800w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-Fast-rcnn-300x122.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-Fast-rcnn-768x311.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-2-faster-r-cnn\"><span class=\"ez-toc-section\" id=\"%DB%B4-%DB%B2_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_Faster_R-CNN\"><\/span><strong>\u06f4-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 <strong>Faster R-CNN<\/strong> <\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 Fast R-CNN \u060c \u062d\u062a\u06cc \u0627\u06af\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u06f2\u06f0\u06f0\u06f0 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u06af\u0630\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u0648\u0644\u06cc\u062f\u06a9\u0646\u0646\u062f\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0647\u0627\u06cc \u0646\u0627\u062d\u06cc\u0647 \u060c \u0647\u06cc\u0686 \u0641\u0631\u0622\u06cc\u0646\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0628\u062e\u0634 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u060c \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0646\u0645\u06cc \u06af\u0630\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 Faster R-CNN \u060c \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u0642\u0633\u0645\u062a ( \u0645\u062d\u0627\u0633\u0628\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a \u0646\u0627\u062d\u06cc\u0647 \u0648 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 ) \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0631\u0627 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0632 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0628\u0631\u0627\u06cc \u062a\u0647\u06cc\u0647 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0648\u06cc\u0698\u06af\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0646\u0627\u062d\u06cc\u0647 \u0648 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0634\u062a\u0631\u06a9 \u060c \u0633\u0631\u0639\u062a \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"850\" height=\"858\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-Faster-rcnn.jpg\" alt=\"\u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Faster rcnn\" class=\"wp-image-11608\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-Faster-rcnn.jpg 850w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-Faster-rcnn-297x300.jpg 297w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-Faster-rcnn-150x150.jpg 150w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u0646\u062d\u0648\u0647-\u06a9\u0627\u0631-\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645-Faster-rcnn-768x775.jpg 768w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-3-pytorch\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%DA%A9%D8%AF_%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%A7%D8%B4%DB%8C%D8%A7_%D8%A8%D8%A7_PyTorch\"><\/span>\u06f3- \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 PyTorch<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0646\u062d\u0648\u0647 \u06a9\u062f \u0646\u0648\u06cc\u0633\u06cc \u06cc\u06a9 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f\u0647 \u0627\u0634\u06cc\u0627 Faster R-CNN \u0628\u0627 PyTorch \u0631\u0627 \u0645\u06cc \u0622\u0645\u0648\u0632\u06cc\u0645. \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 torchvision \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u062c\u0632\u0626\u06cc\u0627\u062a \u062a\u0645\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 PyTorch \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 <a href=\"https:\/\/pytorch.org\/docs\/stable\/torchvision\/models.html\" target=\"_blank\" rel=\"noopener\">torchvision.models<\/a> \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-3\"><span class=\"ez-toc-section\" id=\"%DB%B1-%DB%B3_%D9%88%D8%B1%D9%88%D8%AF%DB%8C_%D9%88_%D8%AE%D8%B1%D9%88%D8%AC%DB%8C\"><\/span><strong>\u06f1-\u06f3 \u0648\u0631\u0648\u062f\u06cc \u0648 \u062e\u0631\u0648\u062c\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u062f\u0631 \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 Faster R-CNN ResNet-50 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u060c \u062a\u0646\u0633\u0648\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u0627\u06cc\u062f \u0628\u0647 \u0634\u06a9\u0644 [n, c, h, w] \u0648 \u062f\u0627\u0631\u0627\u06cc \u062d\u062f\u0627\u0642\u0644 \u0627\u0646\u062f\u0627\u0632\u0647 &nbsp;800px \u0628\u0627\u0634\u062f \u060c \u06a9\u0647 :<\/p>\n<ul style=\"text-align: justify\">\n<li>n : \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631<\/li>\n<li>c : \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627 ( \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 RGB \u062a\u0639\u062f\u0627\u062f \u06a9\u0627\u0646\u0627\u0644 \u06f3 \u0627\u0633\u062a )<\/li>\n<li>h : \u0637\u0648\u0644 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>w : \u0639\u0631\u0636 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<\/ul>\n<p style=\"text-align: justify\">\u0648 \u0645\u062f\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u062f<\/p>\n<ul>\n<li style=\"text-align: justify\">\u06a9\u0627\u062f\u0631 \u0647\u0627\u06cc \u0628\u0647 \u0645\u062e\u062a\u0635\u0627\u062a [x0, y0, x1, y1] \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u06cc\u0647 \u0634\u06a9\u0644 (N,4) \u06a9\u0647 N \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0627\u0633\u062a<\/li>\n<li style=\"text-align: justify\">\u0628\u0631\u0686\u0633\u0628 \u062a\u0645\u0627\u0645 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647<\/li>\n<li style=\"text-align: justify\">\u0627\u0645\u062a\u06cc\u0627\u0632\u0627\u062a \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0628\u0631\u0686\u0633\u0628 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-3\"><span class=\"ez-toc-section\" id=\"%DB%B2-%DB%B3_%D9%85%D8%AF%D9%84_%D8%A7%D8%B2_%D9%BE%DB%8C%D8%B4_%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%AF%D8%A7%D8%AF%D9%87_%D8%B4%D8%AF%D9%87\"><\/span><strong>\u06f2-\u06f3 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u0632\u06cc\u0631\u060c \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0627\u0632 torchvision \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f :<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">import torchvision\nmodel = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)\nmodel.eval()<\/pre>\n<p>\u062e\u0637 \u06f2 \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 Resnet50 Faster R-CNN \u0628\u0627 \u0648\u0632\u0646 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0646\u0627\u0645 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062a\u0648\u0633\u0637 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0639\u062a\u0628\u0631 PyTorch \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">COCO_INSTANCE_CATEGORY_NAMES = [\n    '__background__', 'person', 'bicycle', 'car', 'motorcycle', 'airplane', 'bus',\n    'train', 'truck', 'boat', 'traffic light', 'fire hydrant', 'N\/A', 'stop sign',\n    'parking meter', 'bench', 'bird', 'cat', 'dog', 'horse', 'sheep', 'cow',\n    'elephant', 'bear', 'zebra', 'giraffe', 'N\/A', 'backpack', 'umbrella', 'N\/A', 'N\/A',\n    'handbag', 'tie', 'suitcase', 'frisbee', 'skis', 'snowboard', 'sports ball',\n    'kite', 'baseball bat', 'baseball glove', 'skateboard', 'surfboard', 'tennis racket',\n    'bottle', 'N\/A', 'wine glass', 'cup', 'fork', 'knife', 'spoon', 'bowl',\n    'banana', 'apple', 'sandwich', 'orange', 'broccoli', 'carrot', 'hot dog', 'pizza',\n    'donut', 'cake', 'chair', 'couch', 'potted plant', 'bed', 'N\/A', 'dining table',\n    'N\/A', 'N\/A', 'toilet', 'N\/A', 'tv', 'laptop', 'mouse', 'remote', 'keyboard', 'cell phone',\n    'microwave', 'oven', 'toaster', 'sink', 'refrigerator', 'N\/A', 'book',\n    'clock', 'vase', 'scissors', 'teddy bear', 'hair drier', 'toothbrush'\n]<\/pre>\n<p>\u062a\u0639\u062f\u0627\u062f\u06cc N \/ A \u0647\u0627 \u0631\u0627 \u062f\u0631 \u0644\u06cc\u0633\u062a \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u060c \u0632\u06cc\u0631\u0627 \u0686\u0646\u062f \u06a9\u0644\u0627\u0633 \u062f\u0631 \u0645\u0642\u0627\u0644\u0627\u062a \u0628\u0639\u062f\u06cc \u062d\u0630\u0641 \u0634\u062f\u0646\u062f. \u0645\u0627 \u0628\u0627 \u0644\u06cc\u0633\u062a \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 PyTorch \u067e\u06cc\u0634 \u0645\u06cc \u0631\u0648\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-3\"><span class=\"ez-toc-section\" id=\"%DB%B3-%DB%B3_%D9%BE%DB%8C%D8%B4_%D8%A8%DB%8C%D9%86%DB%8C_%D9%85%D8%AF%D9%84\"><\/span><strong>\u06f3-\u06f3 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u062f\u0644<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0645\u0633\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u060c \u06cc\u06a9 \u062a\u0627\u0628\u0639 &nbsp;\u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">def get_prediction(img_path, threshold):\n  img = Image.open(img_path) # Load the image\n  transform = T.Compose([T.ToTensor()]) # Defing PyTorch Transform\n  img = transform(img) # Apply the transform to the image\n  pred = model([img]) # Pass the image to the model\n  pred_class = [COCO_INSTANCE_CATEGORY_NAMES[i] for i in list(pred[0]['labels'].numpy())] # Get the Prediction Score\n  pred_boxes = [[(i[0], i[1]), (i[2], i[3])] for i in list(pred[0]['boxes'].detach().numpy())] # Bounding boxes\n  pred_score = list(pred[0]['scores'].detach().numpy())\n  pred_t = [pred_score.index(x) for x in pred_score if x &gt; threshold][-1] # Get list of index with score greater than threshold.\n  pred_boxes = pred_boxes[:pred_t+1]\n  pred_class = pred_class[:pred_t+1]\n  return pred_boxes, pred_class<\/pre>\n<ul>\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0645\u0633\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f<\/li>\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0628\u062f\u06cc\u0644\u0627\u062a PyTorch \u0628\u0647 \u062a\u0646\u0633\u0648\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0648\u0627\u0631\u062f \u0645\u062f\u0644 \u0645\u0627 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u06a9\u0644\u0627\u0633 \u0648 \u0645\u062e\u062a\u0635\u0627\u062a \u06a9\u0627\u062f\u0631 \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f\u060c \u0627\u0645\u0627 \u0641\u0642\u0637 \u0627\u0645\u062a\u06cc\u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062a\u0631 \u0627\u0632 \u0622\u0633\u062a\u0627\u0646\u0647 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-3\"><span class=\"ez-toc-section\" id=\"%DB%B4-%DB%B3_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_%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><strong>\u06f4-\u06f3 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u06af\u0631\u0641\u062a\u0646 \u0645\u0633\u06cc\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u0635\u0648\u06cc\u0631 \u062e\u0631\u0648\u062c\u06cc \u062a\u0639\u0631\u06cc\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">def object_detection_api(img_path, threshold=0.5, rect_th=3, text_size=3, text_th=3):\n  boxes, pred_cls = get_prediction(img_path, threshold) # Get predictions\n  img = cv2.imread(img_path) # Read image with cv2\n  img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) # Convert to RGB\n  for i in range(len(boxes)):\n    cv2.rectangle(img, boxes[i][0], boxes[i][1],color=(0, 255, 0), thickness=rect_th) # Draw Rectangle with the coordinates\n    cv2.putText(img,pred_cls[i], boxes[i][0],  cv2.FONT_HERSHEY_SIMPLEX, text_size, (0,255,0),thickness=text_th) # Write the prediction class\n  plt.figure(figsize=(20,30)) # display the output image\n  plt.imshow(img)\n  plt.xticks([])\n  plt.yticks([])\n  plt.show()<\/pre>\n<ul>\n<li>\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0627\u0632 \u0631\u0648\u0634 get_prediction \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0647\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u060c \u06a9\u0627\u062f\u0631 \u062a\u0631\u0633\u06cc\u0645 \u0634\u062f\u0647 \u0648 \u0645\u062a\u0646 \u0628\u0627 opencv \u0646\u0648\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<li>\u062a\u0635\u0648\u06cc\u0631 \u0646\u0647\u0627\u06cc\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f<\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-3\"><span class=\"ez-toc-section\" id=\"%DB%B5-%DB%B3_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\"><\/span><strong>\u06f5-\u06f3 \u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify\">\u0627\u06a9\u0646\u0648\u0646 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0627\u0632 \u062e\u0637 \u0644\u0648\u0644\u0647 API \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627 \u062f\u0631 \u0628\u0631\u062e\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0633\u0627\u062e\u062a\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645. \u0645\u062f\u0644 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062d\u062f\u0648\u062f \u06f8 \u062b\u0627\u0646\u06cc\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 CPU \u0648 \u06f0\u066b\u06f1\u06f5 \u062b\u0627\u0646\u06cc\u0647 \u062f\u0631 NVIDIA GTX 1080 Ti GPU \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f.<\/p>\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-5-1\"><strong>\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f1<\/strong><\/h4>\n\n\n<p style=\"text-align: justify\">\u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">wget https:\/\/www.wsha.org\/wp-content\/uploads\/banner-diverse-group-of-people-2.jpg -O people.jpg<\/pre>\n<p>\u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062e\u0631\u0648\u062c\u06cc \u0627\u0632 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0627\u0628\u0639 api \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">object_detection_api('.\/people.jpg', threshold=0.8)<\/pre>\n<p><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"689\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x689.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0641\u0631\u0627\u062f \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\" class=\"wp-image-11611\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x689.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-300x202.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-768x517.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-110x75.jpg 110w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg 1137w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-5-2\"><strong>\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f2<\/strong><\/h4>\n\n\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062b\u0627\u0644 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u0645<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">!wget https:\/\/hips.hearstapps.com\/hmg-prod.s3.amazonaws.com\/images\/10best-cars-group-cropped-1542126037.jpg -O car.jpg\nobject_detection_api('.\/car.jpg', rect_th=6, text_th=5, text_size=5)<\/pre>\n<p><\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"626\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x626.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u062e\u0648\u062f\u0631\u0648 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\" class=\"wp-image-11614\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x626.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-300x183.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-768x470.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg 1117w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-5-3\"><strong>\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f3<\/strong><\/h4>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">!wget https:\/\/cdn.pixabay.com\/photo\/2013\/07\/05\/01\/08\/traffic-143391_960_720.jpg -O traffic.jpg\nobject_detection_api('.\/traffic.jpg', rect_th=2, text_th=1, text_size=1)<\/pre>\n<p><\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"684\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0648-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x684.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u062e\u0648\u062f\u0631\u0648 \u0648 \u0627\u0641\u0631\u0627\u062f \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\" class=\"wp-image-11613\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0648-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x684.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0648-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-300x200.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0648-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-768x513.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u062e\u0648\u062f\u0631\u0648-\u0648-\u0627\u0641\u0631\u0627\u062f-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg 1115w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-5-4\"><strong>\u0645\u062b\u0627\u0644 \u06f3-\u06f5-\u06f4<\/strong><\/h4>\n\n\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\">!wget https:\/\/images.unsplash.com\/photo-1458169495136-854e4c39548a -O girl_cars.jpg\nobject_detection_api('.\/girl_cars.jpg', rect_th=15, text_th=7, text_size=5, threshold=0.8)<\/pre>\n<p><\/p>\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0648-\u062e\u0648\u062f\u0631\u0648-\u0647\u0627-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x684.jpg\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0627\u0641\u0631\u0627\u062f \u0648 \u062e\u0648\u062f\u0631\u0648 \u0647\u0627 \u0628\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\" class=\"wp-image-11615\" width=\"840\" height=\"561\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0648-\u062e\u0648\u062f\u0631\u0648-\u0647\u0627-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-1024x684.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0648-\u062e\u0648\u062f\u0631\u0648-\u0647\u0627-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-300x200.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0648-\u062e\u0648\u062f\u0631\u0648-\u0647\u0627-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627-768x513.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/05\/\u062a\u0634\u062e\u06cc\u0635-\u0627\u0641\u0631\u0627\u062f-\u0648-\u062e\u0648\u062f\u0631\u0648-\u0647\u0627-\u0628\u0627-\u062a\u0634\u062e\u06cc\u0635-\u0627\u0634\u06cc\u0627.jpg 1115w\" sizes=\"(max-width: 840px) 100vw, 840px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-4-cpu-gpu\"><span class=\"ez-toc-section\" id=\"%DB%B4-_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_%D8%B2%D9%85%D8%A7%D9%86_%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7_%D9%85%D8%AF%D9%84_%D8%AF%D8%B1_CPU_%D9%88_GPU\"><\/span><strong>\u06f4- \u0645\u0642\u0627\u06cc\u0633\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0645\u062f\u0644 \u062f\u0631 CPU \u0648 GPU<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify\">\u0645\u0627 \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627 \u0631\u0627 \u062f\u0631 CPU \u0648 GPU \u0628\u062f\u0627\u0646\u06cc\u0645. \u0645\u0627 \u0632\u0645\u0627\u0646 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062e\u0631\u0648\u062c\u06cc \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 : prediction = model(image)<\/p>\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>GPU<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>CPU<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u0645\u062f\u0644<\/strong><\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u06f0\u066b\u06f1\u06f5\u06f3\u06f5\u06f6 s<\/td><td class=\"has-text-align-center\" data-align=\"center\">8.45859 s<\/td><td class=\"has-text-align-center\" data-align=\"center\">Faster R-CNN ResNet-50 FPN<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\">\u062e\u0628 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u06af\u0627\u0647\u06cc \u062f\u0627\u0634\u062a\u06cc\u0645 \u0628\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN \u0628\u0627 PyTorch \u0648 \u0628\u0631\u0631\u0633\u06cc \u0686\u0646\u062f \u0645\u062b\u0627\u0644. \u0627\u06af\u0631 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u0634\u062a\u0627\u0646 \u0622\u0645\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0645\u0631\u062c\u0639 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 <a href=\"https:\/\/bigvisionllc.lpages.co\/leadbox\/143948b73f72a2:173c9390c346dc\/5649050225344512\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0627\u06cc\u0646\u062c\u0627<\/a>\u00a0\u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<div class=\"wp-block-group has-vivid-green-cyan-color has-text-color\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/en-articles\/computer-vision-tutorial-implementing-mask-r-cnn-for-image-segmentation-with-python-code\/\">Computer Vision Tutorial: Implementing Mask R-CNN for Image Segmentation + Python Code<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-semantic-segmentation-using-torchvision\/\">PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 &#8211; \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0645\u0639\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Torchvision<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/pytorch-for-beginners-basics\/\">\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 &#8211; \u0645\u0628\u0627\u0646\u06cc<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/image-segmentation-part-one\/\">\u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 &#8211; \u0642\u0633\u0645\u062a \u0627\u0648\u0644<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/natural-language-processing-is-fun-part-2\/\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062c\u0630\u0627\u0628 \u0627\u0633\u062a! \u0642\u0633\u0645\u062a \u062f\u0648\u0645<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/learnopencv.com\/faster-r-cnn-object-detection-with-pytorch\/\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Learn OpenCV<\/a>\n<\/div><\/div>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;11545&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;\u0622\u0645\u0648\u0632\u0634 PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 - \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 \u0628\u0627 Faster R-CNN&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} \u0627\u0645\u062a\u06cc\u0627\u0632)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u062f\u0647\u06cc\u062f!<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0642\u0633\u0645\u062a \u0634\u0634\u0645 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc PyTorch \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u060c \u0642\u0635\u062f \u062f\u0627\u0631\u06cc\u0645 \u0628\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 Faster R-CNN \u0628\u0627 PyTorch \u0628\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u067e\u0633 \u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\u06f1- \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u06f1-\u06f1 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 : \u0627\u0632 \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0628\u0627\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u061f\u06f2- \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u06f1-\u06f2 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0646\u062c\u0631\u0647 \u0644\u063a\u0632\u0627\u0646\u06f2-\u06f2 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627 R-CNN3-2 &hellip;<\/p>\n","protected":false},"author":17,"featured_media":11622,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[84,147,204,97,101,86],"class_list":["post-11545","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-84","tag-147","tag-204","tag-97","tag-101","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/users\/17"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=11545"}],"version-history":[{"count":1,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11545\/revisions"}],"predecessor-version":[{"id":16198,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/11545\/revisions\/16198"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/11622"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=11545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=11545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=11545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}