{"id":13641,"date":"2022-01-07T22:14:00","date_gmt":"2022-01-07T18:44:00","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=13641"},"modified":"2024-11-29T18:36:33","modified_gmt":"2024-11-29T15:06:33","slug":"human-action-recognition-using-detectron2-and-lstm","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0627\u0646\u0633\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Detectron2 \u0648 LSTM"},"content":{"rendered":"<p style=\"text-align: justify;\">\u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u062a \u0627\u0646\u0633\u0627\u062a \u06cc\u0627 Human Acrion Recognition \u060c \u0628\u0631\u0627\u0633\u0627\u0633 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc 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\u062d\u0631\u06a9\u0627\u062a \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0628\u0627 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0627\u0631 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u062e\u0635\u0648\u0635 \u0648\u0631\u0632\u0634 \u06cc\u0648\u06af\u0627 \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u062a\u062e\u0645\u06cc\u0646 \u062d\u0627\u0644\u0627\u062a \u062d\u0631\u06a9\u0627\u062a \u0627\u0646\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0698\u0633\u062a \u0647\u0627 \u0648 \u0646\u0648\u0639 \u062d\u0631\u06a9\u0627\u062a \u06cc\u0648\u06af\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"514\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0634\u062e\u06cc\u0635-\u062d\u0627\u0644\u062a-\u0647\u0627\u06cc-\u06cc\u0648\u06af\u0627-\u0628\u0627-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u062d\u0627\u0644\u062a \u0647\u0627\u06cc \u06cc\u0648\u06af\u0627 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-13721\" title=\"\"><figcaption>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u060c \u062d\u0631\u06a9\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u06cc\u0648\u06af\u0627\u060c \u0628\u0631\u0627\u0633\u0627\u0633 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0628\u0627 \u0647\u062f\u0641 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0648 \u06a9\u0646\u0634 \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0648 \u06cc\u0627 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0622\u0646 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632&nbsp; Detectron2 \u0648 LSTM ( \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a ) \u062a\u0648\u0636\u06cc\u062d\u0627\u062a\u06cc \u0631\u0627 \u062e\u062f\u0645\u062a \u0634\u0645\u0627 \u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u062d\u062a \u0648\u0628 \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0631\u0648\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0648\u06cc\u062f\u06cc\u0648 \u0648\u0631\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0622\u0646 \u060c \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u06a9\u0647 \u062d\u0631\u06a9\u0627\u062a \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0622\u0646 \u0639\u0644\u0627\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 Flask \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0648 \u0627\u0632 PyTorch Lighting \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\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 class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #0044bf;color:#0044bf\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #0044bf;color:#0044bf\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D9%81%D9%87%D8%B1%D8%B3%D8%AA_%D9%85%D8%B7%D8%A7%D9%84%D8%A8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#Dectectron2\" >Dectectron2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#LSTM\" >LSTM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#Flask\" >Flask<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D8%B1%D9%88%D8%B4_%D8%B3%D8%B7%D8%AD_%D8%A8%D8%A7%D9%84%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%B3%D8%AA%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D9%87_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AD%D8%B1%DA%A9%D8%A7%D8%AA\" >\u0631\u0648\u0634 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%A9%D9%86%D8%B4_%D9%88_%D8%AD%D8%B1%DA%A9%D8%AA\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0648 \u062d\u0631\u06a9\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\" >\u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/a><\/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\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%DA%A9%D8%AF%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_Detectron2_%D9%88_LSTM_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A2%D9%86%D8%A7%D9%84%DB%8C%D8%B2%D9%87%D8%A7%DB%8C_%D9%88%DB%8C%D8%AF%DB%8C%D9%88%DB%8C%DB%8C_%D8%AF%D8%B1_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%88%D8%A8\" >\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc Detectron2 \u0648 LSTM \u0628\u0631\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/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\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%DB%B1-_%D9%85%D8%AF%D9%84_%D8%AA%D8%AE%D9%85%DB%8C%D9%86_%D8%AD%D8%A7%D9%84%D8%AA_Detectron2\" >\u06f1- \u0645\u062f\u0644 \u062a\u062e\u0645\u06cc\u0646 \u062d\u0627\u0644\u062a Detectron2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%DB%B2-_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D9%85%D8%AF%D9%84_LSTM\" >\u06f2- \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644 LSTM<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%DB%B3-_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%88%D8%A8\" >\u06f3- \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%DB%B4-_%D8%A2%D9%86%D8%A7%D9%84%DB%8C%D8%B2_%D9%88%DB%8C%D8%AF%DB%8C%D9%88%DB%8C%DB%8C\" >\u06f4- \u0622\u0646\u0627\u0644\u06cc\u0632 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B1%D8%A7_%D8%AF%D8%B1_%D9%87%D9%86%DA%AF%D8%A7%D9%85_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%85%D8%B4%D8%A7%D9%87%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/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\/machine-vision\/human-action-recognition-using-detectron2-and-lstm\/#%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\" >\u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><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-dectectron2\" >Dectectron2<\/a><\/li><li><a href=\"#h-lstm\" >LSTM<\/a><\/li><li><a href=\"#h-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\" >\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a><\/li><li><a href=\"#h-flask\" >Flask<\/a><\/li><li><a href=\"#h-\u0631\u0648\u0634-\u0633\u0637\u062d-\u0628\u0627\u0644\u0627-\u0628\u0631\u0627\u06cc-\u062f\u0633\u062a\u06cc\u0627\u0628\u06cc-\u0628\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a\" >\u0631\u0648\u0634 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a<\/a><\/li><li><a href=\"#h-\u0622\u0645\u0648\u0632\u0634-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u0628\u0631\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u06a9\u0646\u0634-\u0648-\u062d\u0631\u06a9\u062a\" >\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0648 \u062d\u0631\u06a9\u062a<\/a><\/li><li><a href=\"#h-\u0627\u0633\u062a\u0646\u0628\u0627\u0637\" >\u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/a><\/li><li><a href=\"#h-\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc-\u0645\u062f\u0644-\u0647\u0627\u06cc-detectron2-\u0648-lstm-\u0628\u0631\u0627\u06cc-\u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc-\u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc-\u062f\u0631-\u0628\u0631\u0646\u0627\u0645\u0647-\u0648\u0628\" >\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc Detectron2 \u0648 LSTM \u0628\u0631\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/a><ul><li><a href=\"#h-1-\u0645\u062f\u0644-\u062a\u062e\u0645\u06cc\u0646-\u062d\u0627\u0644\u062a-detectron2\" >\u06f1- \u0645\u062f\u0644 \u062a\u062e\u0645\u06cc\u0646 \u062d\u0627\u0644\u062a Detectron2<\/a><\/li><li><a href=\"#h-2-\u062a\u0639\u0631\u06cc\u0641-\u0645\u062f\u0644-lstm\" >2- \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644 LSTM<\/a><\/li><li><a href=\"#h-3-\u0628\u0631\u0646\u0627\u0645\u0647-\u0648\u0628\" >3- \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/a><\/li><li><a href=\"#h-4-\u0622\u0646\u0627\u0644\u06cc\u0632-\u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\" >\u06f4- \u0622\u0646\u0627\u0644\u06cc\u0632 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/a><\/li><\/ul><\/li><li><a href=\"#h-\u0639\u0645\u0644\u06a9\u0631\u062f-\u0628\u0631\u0646\u0627\u0645\u0647-\u0631\u0627-\u062f\u0631-\u0647\u0646\u06af\u0627\u0645-\u0627\u062c\u0631\u0627-\u0645\u0634\u0627\u0647\u062f\u0647-\u06a9\u0646\u06cc\u062f\" >\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/a><\/li><li><a href=\"#h-\u062c\u0645\u0639-\u0628\u0646\u062f\u06cc\" >\u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/a><\/li><\/nav><\/ul><\/div>\n\n\n<p style=\"text-align: justify;\">\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 Flask \u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0686\u0646\u062f \u0627\u0628\u0632\u0627\u0631 \u0648 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u0647\u0645 \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f Detectron2 \u060cLSTM \u060c\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0631\u06a9\u0627\u062a \u0648&#8230; \u0631\u0627 \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0627\u0647\u062f\u0627\u0641 \u0645\u0648\u0631\u062f \u0646\u0638\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u0648\u0644 \u0645\u0642\u0627\u0644\u0647 \u0645\u0637\u0631\u062d \u0634\u062f \u0628\u0647 \u06a9\u0627\u0631 \u06af\u06cc\u0631\u06cc\u0645 \u0648 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0628\u0647 \u062a\u0641\u0635\u06cc\u0644 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-dectectron2\"><span class=\"ez-toc-section\" id=\"Dectectron2\"><\/span><strong>Dectectron2<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\"><a href=\"https:\/\/github.com\/facebookresearch\/detectron2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Detectron2<\/a> \u067e\u0644\u062a\u0641\u0631\u0645 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0641\u06cc\u0633\u0628\u0648\u06a9 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u060c \u0698\u0633\u062a \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645\u060c \u0646\u0627\u062d\u06cc\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0648\u0638\u0627\u06cc\u0641 \u062a\u0634\u062e\u06cc\u0635 \u0628\u0635\u0631\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645 \u0628\u0631\u062e\u0644\u0627\u0641 <a href=\"https:\/\/github.com\/facebookresearch\/Detectron\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0633\u062e\u0647 \u0642\u0628\u0644\u06cc \u0622\u0646<\/a> \u06a9\u0647 \u062f\u0631 Caffe2 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f\u060c \u0627\u06a9\u0646\u0648\u0646 \u0628\u0631 \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 PyTorch \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u062c\u0627\u060c \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 R50PPN \u062f\u0631 <strong>Detectron2<\/strong> \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u062d\u0631\u06a9\u0627\u062a \u0648 \u0698\u0633\u062a \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0636\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 COCO \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 \u06f2\u06f0\u06f0,\u06f0\u06f0\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u0648 \u06f2\u06f5\u06f0,\u06f0\u06f0\u06f0 \u0646\u0641\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0627 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646 \u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0627\u0646\u0633\u0627\u0646 \u062d\u0627\u0636\u0631 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc\u060c \u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u062d\u0631\u06a9\u0627\u062a \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u062e\u0631\u0648\u062c\u06cc \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"470\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0642\u0627\u0637-\u06a9\u0644\u06cc\u062f\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-COCO.jpg\" alt=\"\u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 COCO\" class=\"wp-image-13722\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0642\u0627\u0637-\u06a9\u0644\u06cc\u062f\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-COCO.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0642\u0627\u0637-\u06a9\u0644\u06cc\u062f\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-COCO-300x201.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0642\u0627\u0637-\u06a9\u0644\u06cc\u062f\u06cc-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-COCO-110x75.jpg 110w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption>\u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646. \u0633\u0645\u062a \u0686\u067e \u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0634\u062e\u0635 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u062e\u0634 \u0648\u0633\u0637 \u062a\u0635\u0648\u06cc\u0631 \u0641\u0647\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u060c \u0645\u0648\u0642\u0639\u06cc\u062a \u0645\u06a9\u0627\u0646\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/figcaption><\/figure><\/div>\n\n\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u062c\u0631\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062a\u062e\u0645\u06cc\u0646 \u0698\u0633\u062a \u0647\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u067e\u0633 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 <a href=\"https:\/\/learnopencv.com\/human-pose-estimation-using-keypoint-rcnn-in-pytorch\/\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u067e\u0633\u062a<\/a> \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-lstm\"><span class=\"ez-toc-section\" id=\"LSTM\"><\/span><strong>LSTM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0634\u0628\u06a9\u0647 <a href=\"https:\/\/fa.wikipedia.org\/wiki\/%D8%AD%D8%A7%D9%81%D8%B8%D9%87_%D8%B7%D9%88%D9%84%D8%A7%D9%86%DB%8C_%DA%A9%D9%88%D8%AA%D8%A7%D9%87-%D9%85%D8%AF%D8%AA\" target=\"_blank\" rel=\"noopener\">LSTM<\/a>\u060c \u0646\u0648\u0639\u06cc <a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/recurrent-neural-networks-explained\/\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc(RNN)<\/a> \u0627\u0633\u062a. \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc LSTM\u060c \u0642\u0627\u062f\u0631 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u062a\u0631\u062a\u06cc\u0628 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u062a\u0648\u0627\u0644\u06cc \u0647\u0633\u062a\u0646\u062f. \u0647\u0645\u0627\u0646 \u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u060c \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"385\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u0628\u0627\u0632\u06af\u0634\u062a\u06cc-\u0632\u0646\u062c\u06cc\u0631\u0647-\u0627\u06cc-\u0627\u0632-\u0634\u0628\u06a9\u0647-\u0647\u0627.jpg\" alt=\"\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\" class=\"wp-image-13724\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u0628\u0627\u0632\u06af\u0634\u062a\u06cc-\u0632\u0646\u062c\u06cc\u0631\u0647-\u0627\u06cc-\u0627\u0632-\u0634\u0628\u06a9\u0647-\u0647\u0627.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u0628\u0627\u0632\u06af\u0634\u062a\u06cc-\u0632\u0646\u062c\u06cc\u0631\u0647-\u0627\u06cc-\u0627\u0632-\u0634\u0628\u06a9\u0647-\u0647\u0627-300x113.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u0628\u0627\u0632\u06af\u0634\u062a\u06cc-\u0632\u0646\u062c\u06cc\u0631\u0647-\u0627\u06cc-\u0627\u0632-\u0634\u0628\u06a9\u0647-\u0647\u0627-768x289.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062a\u06a9\u0631\u0627\u0631 \u0634\u062f\u0647 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc (NN) :<\/p>\n<ul>\n<li style=\"text-align: justify;\">X0 \u0648 X1 \u062a\u0627 Xt \u0642\u0633\u0645\u062a \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u062f\u0647\u062f \u0648 h0 \u0648 h1 \u062a\u0627 ht \u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u0647\u0631 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 t ( \u06cc\u0639\u0646\u06cc ht ) \u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0642\u0628\u0644\u06cc \u0648 \u0648\u0631\u0648\u062f\u06cc \u0627\u062e\u06cc\u0631 \u06cc\u0639\u0646\u06cc Xt \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u060c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u067e\u06cc\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u0627\u062f \u0645\u06cc \u0622\u0648\u0631\u062f \u0648 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0645\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0648 \u06a9\u0627\u0633\u062a\u06cc \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0646\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0631\u0627 \u0628\u0647 \u062e\u0627\u0637\u0631 \u0633\u067e\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\">LSTM \u0646\u06cc\u0632 \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a. \u0627\u0645\u0627 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc \u0645\u062f\u062a \u0631\u0627 \u0647\u0645 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u062f.<\/p>\n<p>\u0645\u0627 \u0627\u0632 LSTM \u0628\u0631\u0627\u06cc \u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u062d\u0631\u06a9\u0627\u062a \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0646\u0628\u0627\u0644\u0647 \u0627\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647\"><span class=\"ez-toc-section\" id=\"%D9%85%D8%AC%D9%85%D9%88%D8%B9%D9%87_%D8%AF%D8%A7%D8%AF%D9%87\"><\/span><strong>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LSTM \u060c \u0627\u0632 <a href=\"https:\/\/github.com\/stuarteiffert\/RNN-for-Human-Activity-Recognition-using-2D-Pose-Input#dataset-overview\" target=\"_blank\" rel=\"noopener\">\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0645\u0627 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0686\u0647 \u0648\u06cc\u0698\u06af\u06cc \u062e\u0627\u0635\u06cc \u062f\u0627\u0631\u062f\u061f \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 <a href=\"https:\/\/github.com\/CMU-Perceptual-Computing-Lab\/openpose\" target=\"_blank\" rel=\"noopener\">OpenPose<\/a> \u060c \u0628\u0631 \u0631\u0648\u06cc \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u060c <a href=\"http:\/\/tele-immersion.citris-uc.org\/berkeley_mhad\" target=\"_blank\" rel=\"noopener\">\u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0646\u0633\u0627\u0646\u06cc \u0686\u0646\u062f\u0648\u062c\u0647\u06cc \u0628\u0631\u06a9\u0644\u06cc (MHAD)<\/a> \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">OpenPose \u060c \u0627\u0648\u0644\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 Real-Time \u0648 \u0686\u0646\u062f \u0646\u0641\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u062a\u0631\u06a9\u060c \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646\u060c \u062f\u0633\u062a\u060c \u0635\u0648\u0631\u062a \u0648 \u067e\u0627 (\u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u06f1\u06f3\u06f5 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc) \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062a\u06a9\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u06f1\u06f2 \u0633\u0648\u0698\u0647 ( \u0641\u06cc\u0644\u0645\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u06f4 \u0632\u0627\u0648\u06cc\u0647) \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648 \u06f6 \u0639\u0645\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u06f5 \u062f\u0648\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"518\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062d\u0631\u06a9\u0627\u062a-\u0627\u0646\u0633\u0627\u0646.jpg\" alt=\"\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062d\u0631\u06a9\u0627\u062a \u0627\u0646\u0633\u0627\u0646\" class=\"wp-image-13726\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062d\u0631\u06a9\u0627\u062a-\u0627\u0646\u0633\u0627\u0646.jpg 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062d\u0631\u06a9\u0627\u062a-\u0627\u0646\u0633\u0627\u0646-300x152.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062d\u0631\u06a9\u0627\u062a-\u0627\u0646\u0633\u0627\u0646-768x389.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<p style=\"text-align: justify;\">\u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u06f6 \u0639\u0645\u0644 \u0648 \u062d\u0631\u06a9\u062a&nbsp; \u0627\u0646\u0633\u0627\u0646\u06cc (\u067e\u0631\u0634\u060c \u062d\u0631\u06a9\u0627\u062a \u067e\u0631\u0648\u0627\u0646\u0647\u060c \u0645\u0634\u062a \u0632\u062f\u0646\u060c \u062f\u0633\u062a \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0627 \u06cc\u06a9 \u062f\u0633\u062a\u060c \u062f\u0633\u062a \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0627 \u062f\u0648 \u062f\u0633\u062a\u060c&nbsp; \u062d\u0627\u0644\u062a \u06a9\u0641 \u0632\u062f\u0646) \u0627\u0632 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc MHAD \u0627\u0633\u062a.<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u067e\u0631\u0634<\/li>\n<li style=\"text-align: justify;\">\u062d\u0631\u06a9\u062a \u067e\u0631\u0648\u0627\u0646\u0647<\/li>\n<li style=\"text-align: justify;\">\u0645\u0634\u062a \u0632\u0646\u06cc<\/li>\n<li style=\"text-align: justify;\">\u062f\u0633\u062a \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0627 \u06cc\u06a9 \u062f\u0633\u062a<\/li>\n<li style=\"text-align: justify;\">\u062f\u0633\u062a \u062a\u06a9\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0627 \u062f\u0648 \u062f\u0633\u062a<\/li>\n<li style=\"text-align: justify;\">\u06a9\u0641 \u0632\u062f\u0646<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-flask\"><span class=\"ez-toc-section\" id=\"Flask\"><\/span><strong>Flask<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u06cc\u06a9 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0645\u062d\u0628\u0648\u0628 \u062f\u0631 PyTorch \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u062e\u0644\u06cc \u0627\u0632 \u0645\u062f\u0644 Detectron2 \u0648 LSTM \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062d\u0631\u06a9\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0631\u0648\u0634-\u0633\u0637\u062d-\u0628\u0627\u0644\u0627-\u0628\u0631\u0627\u06cc-\u062f\u0633\u062a\u06cc\u0627\u0628\u06cc-\u0628\u0647-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a\"><span class=\"ez-toc-section\" id=\"%D8%B1%D9%88%D8%B4_%D8%B3%D8%B7%D8%AD_%D8%A8%D8%A7%D9%84%D8%A7_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AF%D8%B3%D8%AA%DB%8C%D8%A7%D8%A8%DB%8C_%D8%A8%D9%87_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%D8%AD%D8%B1%DA%A9%D8%A7%D8%AA\"><\/span><strong>\u0631\u0648\u0634 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0637\u0628\u0642 \u0628\u0646\u062f\u06cc \u0647\u0631 \u06a9\u0646\u0634 \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u06a9\u0627\u0646 \u06cc\u0627\u0628\u06cc \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u062f\u0646 \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645 \u062f\u0627\u0631\u06cc\u0645 \u0648 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u0622\u0646 \u060c \u0628\u0627\u06cc\u062f&nbsp; \u062d\u0631\u06a9\u0627\u062a \u0628\u062e\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0642\u062f\u0645 \u0627\u0648\u0644\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Detectron2 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0627\u0632 \u062d\u0631\u06a9\u0627\u062a \u0648 \u06a9\u0646\u0634 \u0647\u0627\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0648\u06cc\u062f\u06cc\u0648\u060c \u062e\u0631\u0648\u062c\u06cc \u0628\u062f\u0647\u062f(\u06f1\u06f7 \u0646\u0641\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc).<\/p>\n<p style=\"text-align: justify;\">\u0642\u062f\u0645 \u062f\u0648\u0645 \u060c \u0622\u0646\u0627\u0644\u06cc\u0632 \u062d\u0631\u06a9\u0627\u062a \u0628\u062f\u0646 \u062f\u0631 \u0647\u0631 \u0644\u062d\u0638\u0647 \u0627\u0632 \u0632\u0645\u0627\u0646 \u0648 \u0627\u0646\u062c\u0627\u0645 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 LSTM \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0634 \u0647\u0627\u060c \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u0627\u0632 \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u060c \u0628\u0647 LSTM \u0641\u0631\u0633\u062a\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"400\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062f\u06cc\u0627\u06af\u0631\u0627\u0645-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a.jpg\" alt=\"\u062f\u06cc\u0627\u06af\u0631\u0627\u0645 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a\" class=\"wp-image-13728\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062f\u06cc\u0627\u06af\u0631\u0627\u0645-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062f\u06cc\u0627\u06af\u0631\u0627\u0645-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a-300x171.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u062f\u0627\u0631 \u0631\u0648\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Detectron2 \u0648 LSTM<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0622\u0645\u0648\u0632\u0634-\u0645\u062f\u0644-\u0647\u0627\u06cc-\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc-\u0645\u0627\u0634\u06cc\u0646-\u0628\u0631\u0627\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u06a9\u0646\u0634-\u0648-\u062d\u0631\u06a9\u062a\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DB%8C%D8%A7%D8%AF%DA%AF%DB%8C%D8%B1%DB%8C_%D9%85%D8%A7%D8%B4%DB%8C%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B4%D8%AE%DB%8C%D8%B5_%DA%A9%D9%86%D8%B4_%D9%88_%D8%AD%D8%B1%DA%A9%D8%AA\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0648 \u062d\u0631\u06a9\u062a<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<ol>\n<li style=\"text-align: justify;\">\u0647\u0645\u0627\u0646 \u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0647\u0645 \u06af\u0641\u062a\u0647 \u0634\u062f\u060c \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 R50-FPN \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0632 <a href=\"https:\/\/github.com\/facebookresearch\/detectron2\/blob\/master\/MODEL_ZOO.md#coco-person-keypoint-detection-baselines-with-keypoint-r-cnn\" target=\"_blank\" rel=\"noopener\">\u0645\u062f\u0644 \u0647\u0627\u06cc Detectron2<\/a> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u067e\u0633 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0646\u0628\u06cc \u0646\u06cc\u0633\u062a.<\/li>\n<li style=\"text-align: justify;\">\u0645\u062f\u0644 LSTM \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0634 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0628\u0631\u0627\u0633\u0627\u0633 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch Lighting \u0635\u0648\u0631\u062a \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0627\u0645\u0644 \u062f\u0646\u0628\u0627\u0644\u0647 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc (\u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645) \u0648 \u0628\u0631\u0686\u0633\u0628 \u06a9\u0646\u0634 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0627\u0633\u062a. \u0627\u0632 \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u067e\u06cc\u0648\u0633\u062a\u0647 \u06f3\u06f2 \u0641\u0631\u06cc\u0645\u06cc \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062d\u0631\u06a9\u0627\u062a \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647. \u06cc\u06a9 \u062f\u0646\u0628\u0627\u0644\u0647 \u0646\u0645\u0648\u0646\u0647 \u06f3\u06f2 \u0641\u0631\u06cc\u0645\u06cc \u060c \u06cc\u06a9 \u0622\u0631\u0627\u06cc\u0647 \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f3\u06f2*\u06f3\u06f4 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"262\" height=\"103\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0622\u0631\u0627\u06cc\u0647-\u067e\u0627\u0631\u0627\u0645\u062a\u0631-\u0647\u0627\u06cc-\u0648\u0631\u0648\u062f\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a.png\" alt=\"\u0622\u0631\u0627\u06cc\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a\" class=\"wp-image-13729\" title=\"\"><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0647\u0631 \u0631\u062f\u06cc\u0641 \u0634\u0627\u0645\u0644 \u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a . \u0647\u0631 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc\u060c \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 ( x \u0648 y ) \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 \u06f3\u06f4 \u0645\u0642\u062f\u0627\u0631 \u062f\u0631 \u0647\u0631 \u0631\u062f\u06cc\u0641 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<p style=\"text-align: justify;\"><strong>\u0646\u06a9\u062a\u0647:<\/strong> \u0628\u0631\u062e\u0644\u0627\u0641 \u06f1\u06f8 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 OpenPose \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u0627 \u0641\u0642\u0637 \u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0627\u0631\u062f \u06a9\u0647 \u062a\u0648\u0633\u0637 Detectron2 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0642\u0628\u0644 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LSTM &nbsp;\u062e\u0648\u062f\u060c \u0622\u0646 \u0631\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u0641\u0631\u0645\u062a \u06f1\u06f7 \u0646\u0642\u0637\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0627 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 <strong>\u06f4\u06f0\u06f0 \u062f\u0648\u0631\u0647<\/strong> \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u062f\u0642\u062a \u0627\u0639\u062a\u0628\u0627\u0631 <strong>\u06f0\u066b\u06f9\u06f1\u06f3<\/strong> \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u06cc\u0645. \u0645\u0646\u062d\u0646\u06cc \u0647\u0627\u06cc \u0635\u062d\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"700\" height=\"282\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0648-\u0627\u0639\u062a\u0628\u0627\u0631-\u0633\u0646\u062c\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a.jpg\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0642\u062a \u0648 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a\" class=\"wp-image-13730\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0648-\u0627\u0639\u062a\u0628\u0627\u0631-\u0633\u0646\u062c\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a.jpg 700w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0648-\u0627\u0639\u062a\u0628\u0627\u0631-\u0633\u0646\u062c\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a-300x121.jpg 300w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><figcaption>\u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u0635\u062d\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u06a9\u0627\u0647\u0634 \u0635\u062d\u062a \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0627\u0633\u062a\u0646\u0628\u0627\u0637\"><span class=\"ez-toc-section\" id=\"%D8%A7%D8%B3%D8%AA%D9%86%D8%A8%D8%A7%D8%B7\"><\/span><strong>\u0627\u0633\u062a\u0646\u0628\u0627\u0637<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062e\u0637 \u0633\u06cc\u0631 \u0627\u0633\u062a\u0646\u0628\u0627\u0637\u06cc \u0634\u0627\u0645\u0644 \u062f\u0648 \u0645\u062f\u0644 Detectron2 \u0648 \u0645\u062f\u0644 \u0633\u0641\u0627\u0631\u0634\u06cc LSTM \u0627\u0633\u062a.<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0648\u0627\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0631\u06cc\u0645 \u0647\u0627 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0633\u067e\u0633 \u0627\u0632 Detectron2 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0647\u0631 \u0641\u0631\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f \u060c \u0646\u062a\u0627\u06cc\u062c \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u060c \u0628\u0647 \u06cc\u06a9 \u0628\u0627\u0641\u0631 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f3\u06f2 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u067e\u0646\u062c\u0631\u0647 \u06a9\u0634\u0648\u06cc\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0645\u062d\u062a\u0648\u0627\u06cc \u0628\u0627\u0641\u0631 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u0634 \u0647\u0627&nbsp; \u0628\u0647 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 LSTM &nbsp;\u0641\u0631\u0633\u062a\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li style=\"text-align: justify;\">\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Flask \u060c \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u067e\u0630\u06cc\u0631\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0632 \u0633\u0645\u062a \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a.<\/li>\n<li style=\"text-align: justify;\">\u06a9\u0646\u0634 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u062e\u0637 \u0633\u06cc\u0631 \u0627\u0633\u062a\u0646\u0628\u0627\u0637\u06cc \u0645\u0627 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u062a\u0641\u0633\u06cc\u0631\u0634\u062f\u0647 \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0648\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc ( Tesla T4 ) \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 Detectron2 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062d\u062f\u0648\u062f <strong>\u06f0\u066b\u06f1\u06f4 \u062b\u0627\u0646\u06cc\u0647<\/strong> \u0648 <strong>LSTM \u062d\u062f\u0648\u062f \u06f0\u066b\u06f0\u06f0\u06f2 \u062b\u0627\u0646\u06cc\u0647<\/strong> \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0647 \u0632\u0645\u0627\u0646 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u060c \u062a\u0631\u06a9\u06cc\u0628 <strong>FPS<\/strong> (\u0641\u0631\u06cc\u0645 \u0628\u0631 \u062b\u0627\u0646\u06cc\u0647)\u060c \u062f\u0631 \u062e\u0637 \u0633\u06cc\u0631 \u0627\u0633\u062a\u0646\u0628\u0627\u0637\u06cc \u0645\u0627 \u0628\u0647 \u062d\u062f\u0648\u0626\u062f <strong>\u06f6 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647<\/strong> \u0645\u06cc \u0631\u0633\u062f\u061b \u0627\u0644\u0628\u062a\u0647 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u06cc\u0645 \u062a\u0645\u0627\u0645 \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u0646\u0631\u062e FPS \u0628\u0627\u0644\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0641\u0644\u0627\u06cc\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0627\u0634\u062f. \u0627\u0645\u0627 \u0627\u06af\u0631 \u0628\u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648\u06cc\u062f\u06cc\u0648 \u0632\u0646\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a Real-Time \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645 \u0686\u0637\u0648\u0631\u061f \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc\u060c \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627\u06cc \u067e\u062e\u0634 \u0632\u0646\u062f\u0647\u060c \u062f\u0627\u0631\u0627\u06cc \u0646\u0631\u062e \u06f3\u06f0 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647 \u0648 \u06cc\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0647\u0633\u062a\u0646\u062f (\u0628\u0633\u062a\u0647 \u0628\u0647 \u062f\u0648\u0631\u0628\u06cc\u0646). \u062f\u0631 \u0686\u0646\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f\u06cc\u060c \u062e\u0637 FPS \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 (Pipeline) \u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627\u0644\u0627 \u062a\u0631 \u0648 \u06cc\u0627 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0627\u0628\u0631 \u0628\u0627 FPS \u0648\u06cc\u062f\u06cc\u0648\u06cc \u067e\u062e\u0634 \u0632\u0646\u062f\u0647 \u0628\u0627\u0634\u062f \u062a\u0627&nbsp; \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u062a\u0627\u062e\u06cc\u0631\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u0648\u0646\u062f. \u0628\u0627 \u0648\u062c\u0648\u062f \u067e\u0627\u06cc\u06cc\u0646 \u0628\u0648\u062f\u0646 \u0645\u06cc\u0632\u0627\u0646 \u0646\u0631\u062e \u0641\u0631\u06cc\u0645\u060c \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f FPS \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u067e\u06cc\u0634 \u0631\u0648 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/arxiv.org\/abs\/2101.09671\" target=\"_blank\" rel=\"noopener\">\u0641\u06cc\u0644\u062a\u0631\u06cc\u0646\u06af \u0648 \u06a9\u0645\u06cc \u0633\u0627\u0632\u06cc \u0645\u062f\u0644<\/a> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062a\u0633\u0631\u06cc\u0639 \u06a9\u0646\u062f.<\/p>\n<ul>\n<li style=\"text-align: justify;\"><strong>\u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0646 \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0648 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 \u0641\u0648\u0627\u0635\u0644 \u0632\u0645\u0627\u0646\u06cc :<\/strong> \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u0646\u062f \u0641\u0631\u06cc\u0645 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f \u0648 \u0641\u0642\u0637 \u062f\u0631 \u0641\u0648\u0627\u0635\u0644 \u0632\u0645\u0627\u0646\u06cc \u0645\u0634\u062e\u0635 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u06f5 \u0641\u0631\u06cc\u0645 \u06cc\u06a9 \u0628\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645\u060c \u0645\u06cc\u0632\u0627\u0646 \u0646\u0631\u062e FPS \u0628\u0647 <strong>\u06f2\u06f7 \u0641\u0631\u06cc\u0645 \u062f\u0631 \u062b\u0627\u0646\u06cc\u0647<\/strong> \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0627\u0645\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0634\u062f \u06a9\u0647 \u062f\u0642\u062a \u0622\u0646 \u06a9\u0627\u0647\u0634 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u060c \u06cc\u06a9 \u0628\u0627\u0632\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u06cc\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n<li style=\"text-align: justify;\"><strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f \u0631\u0634\u062a\u0647 (\u062a\u0631\u062f) :<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0648 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0645\u062c\u0632\u0627 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.\n<ul>\n<li style=\"text-align: justify;\">\u0631\u0634\u062a\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0646\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631 \u062e\u0648\u0627\u0646\u062f\u0646 \u0641\u0631\u06cc\u0645 \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648 \u067e\u062e\u0634 \u0632\u0646\u062f\u0647 \u0648 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0647\u0627 \u0628\u0647 \u0635\u0641 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u06cc\u06a9 \u0631\u0634\u062a\u0647 \u06a9\u0648\u0686\u06a9 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u060c \u0627\u0632 \u062f\u0627\u062e\u0644 \u0635\u0641 \u0631\u0648\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0631\u0634\u062a\u0647 \u062c\u0627\u0646\u0628\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u0641\u0631\u06cc\u0645 \u0647\u0627 \u062f\u0686\u0627\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u0634\u0648\u062f\u061b \u0627\u0645\u0627 \u0645\u0627\u0646\u0639 \u0631\u0634\u062a\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u067e\u062e\u0634 \u0632\u0646\u062f\u0647 \u0646\u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc-\u0645\u062f\u0644-\u0647\u0627\u06cc-detectron2-\u0648-lstm-\u0628\u0631\u0627\u06cc-\u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc-\u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc-\u062f\u0631-\u0628\u0631\u0646\u0627\u0645\u0647-\u0648\u0628\"><span class=\"ez-toc-section\" id=\"%DA%A9%D8%AF%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_Detectron2_%D9%88_LSTM_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%A2%D9%86%D8%A7%D9%84%DB%8C%D8%B2%D9%87%D8%A7%DB%8C_%D9%88%DB%8C%D8%AF%DB%8C%D9%88%DB%8C%DB%8C_%D8%AF%D8%B1_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%88%D8%A8\"><\/span><strong>\u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc Detectron2 \u0648 LSTM \u0628\u0631\u0627\u06cc \u0622\u0646\u0627\u0644\u06cc\u0632\u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06a9\u0646\u0648\u0646 \u0646\u062d\u0648\u0647 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0628\u062e\u0634 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-\u0645\u062f\u0644-\u062a\u062e\u0645\u06cc\u0646-\u062d\u0627\u0644\u062a-detectron2\"><span class=\"ez-toc-section\" id=\"%DB%B1-_%D9%85%D8%AF%D9%84_%D8%AA%D8%AE%D9%85%DB%8C%D9%86_%D8%AD%D8%A7%D9%84%D8%AA_Detectron2\"><\/span><strong>\u06f1- \u0645\u062f\u0644 \u062a\u062e\u0645\u06cc\u0646 \u062d\u0627\u0644\u062a Detectron2<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0647\u0645\u0627\u0646 \u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0645\u0627 \u0627\u0632 Detectron2 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># obtain detectron2's default config\ncfg = get_cfg()\n# load the pre trained model from Detectron2 model zoo\ncfg.merge_from_file(model_zoo.get_config_file(\"COCO-Keypoints\/keypoint_rcnn_R_50_FPN_3x.yaml\"))\n# set confidence threshold for this model\ncfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = 0.5  \n# load model weights\ncfg.MODEL.WEIGHTS = model_zoo.get_checkpoint_url(\"COCO-Keypoints\/keypoint_rcnn_R_50_FPN_3x.yaml\")\n# create the predictor for pose estimation using the config\npose_detector = DefaultPredictor(cfg)<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-\u062a\u0639\u0631\u06cc\u0641-\u0645\u062f\u0644-lstm\"><span class=\"ez-toc-section\" id=\"%DB%B2-_%D8%AA%D8%B9%D8%B1%DB%8C%D9%81_%D9%85%D8%AF%D9%84_LSTM\"><\/span><strong>\u06f2- \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644 LSTM<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0645\u062f\u0644 LSTM \u0628\u0627 \u0645\u06cc\u0632\u0627\u0646 \u0627\u0628\u0639\u0627\u062f \u0645\u062e\u0641\u06cc (hidden_dim) 50 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0634\u062f\u0647 \u0648 \u062a\u0648\u0633\u0638 \u0628\u0631\u0646\u0627\u0645\u0647 PyTorch Lighting \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u0627 \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 <a href=\"https:\/\/pytorch.org\/docs\/stable\/generated\/torch.optim.Adam.html#torch.optim.Adam\" target=\"_blank\" rel=\"noreferrer noopener\">Adam<\/a> \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 <a href=\"https:\/\/pytorch.org\/docs\/stable\/generated\/torch.optim.lr_scheduler.ReduceLROnPlateau.html\" target=\"_blank\" rel=\"noopener\">ReducelRonPlateau<\/a> \u060c \u0628\u0631\u0627\u0633\u0627\u0633 \u0645\u0642\u062f\u0627\u0631 val_loss \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># We have 6 output action classes.\nTOT_ACTION_CLASSES = 6\n\n#lstm classifier definition\nclass ActionClassificationLSTM(pl.LightningModule):\n\n  # initialise method\n  def __init__(self, input_features, hidden_dim, learning_rate=0.001):\n      super().__init__()\n      # save hyperparameters\n      self.save_hyperparameters()\n      # The LSTM takes word embeddings as inputs, and outputs hidden states\n      # with dimensionality hidden_dim.\n      self.lstm = nn.LSTM(input_features, hidden_dim, batch_first=True)\n      # The linear layer that maps from hidden state space to classes\n      self.linear = nn.Linear(hidden_dim, TOT_ACTION_CLASSES)\n\n  def forward(self, x):\n      # invoke lstm layer\n      lstm_out, (ht, ct) = self.lstm(x)\n      # invoke linear layer\n      return self.linear(ht[-1])\n\ndef training_step(self, batch, batch_idx):\n      # get data and labels from batch\n      x, y = batch\n      # reduce dimension\n      y = torch.squeeze(y)\n      # convert to long\n      y = y.long()\n      # get prediction\n      y_pred = self(x)\n      # calculate loss\n      loss = F.cross_entropy(y_pred, y)\n      # get probability score using softmax\n      prob = F.softmax(y_pred, dim=1)\n      # get the index of the max probability\n      pred = prob.data.max(dim=1)[1]\n      # calculate accuracy\n      acc = torchmetrics.functional.accuracy(pred, y)\n      dic = {\n          'batch_train_loss': loss,\n          'batch_train_acc': acc\n      }\n      # log the metrics for pytorch lightning progress bar or any other operations\n      self.log('batch_train_loss', loss, prog_bar=True)\n      self.log('batch_train_acc', acc, prog_bar=True)\n      #return loss and dict\n      return {'loss': loss, 'result': dic}\n\n  def training_epoch_end(self, training_step_outputs):\n      # calculate average training loss end of the epoch\n      avg_train_loss = torch.tensor([x['result']['batch_train_loss'] for x in training_step_outputs]).mean()\n      # calculate average training accuracy end of the epoch\n      avg_train_acc = torch.tensor([x['result']['batch_train_acc'] for x in training_step_outputs]).mean()\n      # log the metrics for pytorch lightning progress bar and any further processing\n      self.log('train_loss', avg_train_loss, prog_bar=True)\n      self.log('train_acc', avg_train_acc, prog_bar=True)\n\n  def validation_step(self, batch, batch_idx):\n      # get data and labels from batch\n      x, y = batch\n      # reduce dimension\n      y = torch.squeeze(y)\n      # convert to long\n      y = y.long()\n      # get prediction\n      y_pred = self(x)\n      # calculate loss\n      loss = F.cross_entropy(y_pred, y)\n      # get probability score using softmax\n      prob = F.softmax(y_pred, dim=1)\n      # get the index of the max probability\n      pred = prob.data.max(dim=1)[1]\n      # calculate accuracy\n      acc = torchmetrics.functional.accuracy(pred, y)\n      dic = {\n          'batch_val_loss': loss,\n          'batch_val_acc': acc\n      }\n      # log the metrics for pytorch lightning progress bar and any further processing\n      self.log('batch_val_loss', loss, prog_bar=True)\n      self.log('batch_val_acc', acc, prog_bar=True)\n      #return dict\n      return dic\n\n  def validation_epoch_end(self, validation_step_outputs):\n      # calculate average validation loss end of the epoch\n      avg_val_loss = torch.tensor([x['batch_val_loss']\n                                  for x in validation_step_outputs]).mean()\n      # calculate average validation accuracy end of the epoch\n      avg_val_acc = torch.tensor([x['batch_val_acc']\n                                 for x in validation_step_outputs]).mean()\n      # log the metrics for pytorch lightning progress bar and any further processing\n      self.log('val_loss', avg_val_loss, prog_bar=True)\n      self.log('val_acc', avg_val_acc, prog_bar=True)\n\n  def configure_optimizers(self):\n      # adam optimiser\n      optimizer = optim.Adam(self.parameters(), lr=self.hparams.learning_rate)\n      # learning rate reducer scheduler\n      scheduler = optim.lr_scheduler.ReduceLROnPlateau(optimizer, mode='min', factor=0.5, patience=10, min_lr=1e-15, verbose=True)\n      # scheduler reduces learning rate based on the value of val_loss metric\n      return {\"optimizer\": optimizer,\n              \"lr_scheduler\": {\"scheduler\": scheduler, \"interval\": \"epoch\", \"frequency\": 1, \"monitor\": \"val_loss\"}}<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-\u0628\u0631\u0646\u0627\u0645\u0647-\u0648\u0628\"><span class=\"ez-toc-section\" id=\"%DB%B3-_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%88%D8%A8\"><\/span><strong>\u06f3- \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>\u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u0631\u062f. \u0645\u0633\u06cc\u0631 \u0632\u06cc\u0631 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0633\u06cc\u0631 \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u060c \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0631\u0627 \u0627\u0632 \u0635\u0641\u062d\u0647 \u0648\u0628 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># route definition for video upload for analysis\n@app.route('\/analyze\/&lt;filename&gt;')\ndef analyze(filename):\n   # invokes method analyse_video\n   return Response(analyse_video(pose_detector, lstm_classifier, filename), mimetype='text\/event-stream')<\/pre>\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-\u0622\u0646\u0627\u0644\u06cc\u0632-\u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\"><span class=\"ez-toc-section\" id=\"%DB%B4-_%D8%A2%D9%86%D8%A7%D9%84%DB%8C%D8%B2_%D9%88%DB%8C%D8%AF%DB%8C%D9%88%DB%8C%DB%8C\"><\/span><strong>\u06f4- \u0622\u0646\u0627\u0644\u06cc\u0632 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p style=\"text-align: justify;\">\u0648\u0628 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646\u060c \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u062f\u0648 \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0639\u0645\u0644\u06a9\u0631\u062f \u0632\u06cc\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u06cc\u062f\u06cc\u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 :<\/p>\n<ul>\n<li style=\"text-align: justify;\">Detectron2 \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0648 LSTM \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0644\u0627\u062d\u0638\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0627\u0632 \u067e\u0646\u062c\u0631\u0647 \u0628\u0627\u0641\u0631 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0646\u062a\u0627\u06cc\u062c \u0645\u062a\u0648\u0627\u0644\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062d\u0627\u0635\u0644 \u0627\u0632 \u0641\u0631\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0628\u0627\u0641\u0631 \u0648\u06cc\u0646\u062f\u0648\u0632 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u06a9\u0644\u06cc\u0647 \u0633\u0637\u0648\u062d \u06a9\u0646\u0634 \u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u060c \u0645\u0627 \u0627\u0632 Opencv \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645&nbsp; \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648\u06cc\u062f\u06cc\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u062a\u0627\u06cc\u062c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647&nbsp; \u0648 \u0646\u062a\u0627\u06cc\u062c \u062a\u062e\u0645\u06cc\u0646 \u0698\u0633\u062a \u0647\u0627 \u0648 \u06a9\u0646\u0634 \u0647\u0627&nbsp; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/li>\n<\/ul>\n<p>\u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0647 \u0646\u0631\u062e FPS \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u060c \u0646\u0631\u062e \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0642\u062f\u0627\u0631 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0646 \u0634\u0645\u0627\u0631\u0634 \u0641\u0631\u06cc\u0645\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\"># how many frames to skip while inferencing\n# configuring a higher value will result in better FPS (frames per rate), but accuracy might get impacted\nSKIP_FRAME_COUNT = 0\n\n# analyse the video\ndef analyse_video(pose_detector, lstm_classifier, video_path):\n    # open the video\n    cap = cv2.VideoCapture(video_path)\n    # width of image frame\n    width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))\n    # height of image frame\n    height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n    # frames per second of the input video\n    fps = int(cap.get(cv2.CAP_PROP_FPS))\n    # total number of frames in the video\n    tot_frames = int(cap.get(cv2.CAP_PROP_FRAME_COUNT))\n    # video output codec\n    fourcc = cv2.VideoWriter_fourcc(*'mp4v')\n    # extract the file name from video path\n    file_name = ntpath.basename(video_path)\n    # video writer\n    vid_writer = cv2.VideoWriter('res_{}'.format(\n        file_name), fourcc, 30, (width, height))\n    # counter\n    counter = 0\n    # buffer to keep the output of detectron2 pose estimation\n    buffer_window = []\n    # start time\n    start = time.time()    \n    label = None\n    # iterate through the video\n    while True:\n        # read the frame\n        ret, frame = cap.read()\n        # return if end of the video\n        if ret == False:\n            break\n        # make a copy of the frame\n        img = frame.copy()\n        if(counter % (SKIP_FRAME_COUNT+1) == 0):             \n          # predict pose estimation on the frame\n          outputs = pose_detector(frame)          \n          # filter the outputs with a good confidence score\n          persons, pIndicies = filter_persons(outputs)\n          if len(persons) &gt;= 1:\n              # pick only pose estimation results of the first person.\n              # actually, we expect only one person to be present in the video. \n              p = persons[0]\n              # draw the body joints on the person body\n              draw_keypoints(p, img)\n              # input feature array for lstm\n              features = []\n              # add pose estimate results to the feature array\n              for i, row in enumerate(p):\n                  features.append(row[0])\n                  features.append(row[1])\n\n              # append the feature array into the buffer\n              # not that max buffer size is 32 and buffer_window operates in a sliding window fashion\n              if len(buffer_window) &lt; WINDOW_SIZE:\n                  buffer_window.append(features)\n              else:\n                  # convert input to tensor\n                  model_input = torch.Tensor(np.array(buffer_window, dtype=np.float32))\n                  # add extra dimension\n                  model_input = torch.unsqueeze(model_input, dim=0)\n                  # predict the action class using lstm\n                  y_pred = lstm_classifier(model_input)\n                  prob = F.softmax(y_pred, dim=1)\n                  # get the index of the max probability\n                  pred_index = prob.data.max(dim=1)[1]\n                  # pop the first value from buffer_window and add the new entry in FIFO fashion, to have a sliding window of size 32.\n                  buffer_window.pop(0)\n                  buffer_window.append(features)\n                  label = LABELS[pred_index.numpy()[0]]\n                  #print(\"Label detected \", label)\n        \n        # add predicted label into the frame\n        If label is not None:\ncv2.putText(img, 'Action: {}'.format(label),\n (int(width-400), height-50), cv2.FONT_HERSHEY_COMPLEX, 0.9, (102, 255, 255), 2)                  \n        # increment counter\n        counter += 1\n        # write the frame into the result video                    \n        vid_writer.write(img)\n        # compute the completion percentage\n        percentage = int(counter*100\/tot_frames)\n        # return the completion percentage\n        yield \"data:\" + str(percentage) + \"\\n\\n\"\n    analyze_done = time.time()\n    print(\"Video processing finished in \", analyze_done - start)\n<\/pre>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u0639\u0645\u0644\u06a9\u0631\u062f-\u0628\u0631\u0646\u0627\u0645\u0647-\u0631\u0627-\u062f\u0631-\u0647\u0646\u06af\u0627\u0645-\u0627\u062c\u0631\u0627-\u0645\u0634\u0627\u0647\u062f\u0647-\u06a9\u0646\u06cc\u062f\"><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D8%B1%D8%A7_%D8%AF%D8%B1_%D9%87%D9%86%DA%AF%D8%A7%D9%85_%D8%A7%D8%AC%D8%B1%D8%A7_%D9%85%D8%B4%D8%A7%D9%87%D8%AF%D9%87_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u062c\u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u062f\u0627\u0631\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0647 \u0628\u0647 \u0622\u0633\u0627\u0646\u06cc \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062f\u0631 \u0639\u0645\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0645\u0627 \u062f\u0631 \u0628\u062e\u0634 \u067e\u0627\u06cc\u06af\u0627\u0647 \u06a9\u062f\u0647\u0627\u06cc \u0646\u0648\u062a\u0628\u0648\u06a9 <a href=\"https:\/\/colab.research.google.com\/drive\/1mr3wJUeS1mFJVgMoo3TgnyMSmwPtwCvR?usp=sharing\" target=\"_blank\" rel=\"noopener\">Google Colab<\/a> \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u06a9\u062f \u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645. \u0641\u0642\u0637 \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0648\u062a\u0628\u0648\u06a9 \u0631\u0627 \u062f\u0631 Google Colab \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f\u060c \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0646\u0648\u062a \u0628\u0648\u06a9 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"690\" height=\"1024\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0627\u0644\u0627\u062a-\u0628\u062f\u0646-\u0628\u0627-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.jpg\" alt=\"\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0627\u0644\u0627\u062a \u0628\u062f\u0646 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-13739\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0627\u0644\u0627\u062a-\u0628\u062f\u0646-\u0628\u0627-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.jpg 690w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646-\u062a\u0634\u062e\u06cc\u0635-\u062d\u0627\u0644\u0627\u062a-\u0628\u062f\u0646-\u0628\u0627-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc-202x300.jpg 202w\" sizes=\"(max-width: 690px) 100vw, 690px\" \/><figcaption>\u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0628\u062f\u0646<\/figcaption><\/figure><\/div>\n\n\n<p>\u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"323\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2022\/01\/\u062a\u0634\u062e\u06cc\u0635-\u062d\u0631\u06a9\u0627\u062a-\u0628\u062f\u0646-\u0628\u0627-\u0647\u0648\u0634-\u0645\u0635\u0646\u0648\u0639\u06cc.gif\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0628\u062f\u0646 \u0628\u0627 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\" class=\"wp-image-13740\" title=\"\"><figcaption>\u0646\u062a\u06cc\u062c\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0628\u062f\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u06cc \u0628\u062f\u0646 \u0627\u0646\u0633\u0627\u0646<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\u062c\u0645\u0639-\u0628\u0646\u062f\u06cc\"><span class=\"ez-toc-section\" id=\"%D8%AC%D9%85%D8%B9_%D8%A8%D9%86%D8%AF%DB%8C\"><\/span><strong>\u062c\u0645\u0639 \u0628\u0646\u062f\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u067e\u0627\u06cc\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0622\u0646 \u0686\u0647 \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ul>\n<li style=\"text-align: justify;\">\u0634\u0645\u0627 \u062f\u0631\u0628\u0627\u0631\u0647 \u062a\u0645\u0627\u0645\u06cc \u0622\u0646 \u0686\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631\u0628\u0627\u0631\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0622\u0646 \u0647\u0627 \u0645\u0637\u0627\u0644\u0628\u06cc \u0631\u0627 \u0622\u0645\u0648\u062e\u062a\u06cc\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0628\u062e\u0634 \u0628\u0639\u062f\u06cc \u0645\u0642\u0627\u0644\u0647 \u060c \u0645\u0627 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0634\u062e\u06cc\u0635 \u06a9\u0646\u0634 \u0647\u0627\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u06cc\u0645.<\/li>\n<li style=\"text-align: justify;\">\u0634\u0645\u0627 \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646 \u06a9\u0647 \u0686\u0631\u0627 \u0627\u0632 \u062f\u0648 \u0628\u0631\u0646\u0627\u0645\u0647 Detectron2 \u0648 LSTM \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0627\u0647 \u062d\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0622\u0645\u0648\u062e\u062a\u06cc\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u062f.<\/li>\n<li style=\"text-align: justify;\">\u0633\u067e\u0633 \u0634\u0645\u0627 \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 LSTM \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0634 \u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647 Pytorch Lighting&nbsp; \u0645\u0637\u0627\u0644\u0628\u06cc \u0622\u0645\u0648\u062e\u062a\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0634\u0645\u0627 \u062f\u0631\u0628\u0627\u0631\u0647 \u0627\u06cc\u0646 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u062f\u0627\u0631 \u06f3\u06f2 \u0641\u0631\u06cc\u0645\u06cc\u060c \u06cc\u06a9 \u06a9\u0646\u0634 \u062e\u0627\u0635 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0645\u06cc \u062f\u0647\u0646\u062f \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f\u06cc\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u0627 \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u062f\u0648 \u0628\u0631\u0646\u0627\u0645\u0647 Detecdtron2 \u0648 LSTM \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645. \u0634\u0645\u0627 \u0622\u0645\u0648\u062e\u062a\u06cc\u062f \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u060c \u06a9\u0646\u0634 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0648\u062f\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0648\u0627\u0633\u0637\u0647 \u062a\u0641\u0633\u06cc\u0631 \u062e\u0637 \u0627\u0633\u062a\u0646\u0628\u0627\u0637\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0646\u062f.<\/li>\n<li style=\"text-align: justify;\">\u0641\u0647\u0645\u06cc\u062f\u06cc\u062f \u0686\u0631\u0627 FPS \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0648\u06cc\u062f\u06cc\u0648 \u067e\u062e\u0634 \u0632\u0646\u062f\u0647 Real-Time \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u060c \u0634\u0645\u0627 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631\u06cc\u0646\u06af \u0648 \u06a9\u0645\u06cc \u0633\u0627\u0632\u06cc \u0645\u062f\u0644\u060c \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0646 \u0641\u0631\u06cc\u0645 \u0647\u0627 \u0648 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u062f\u0631 \u0628\u0627\u0632\u0647 \u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0631\u0648\u0634 \u0686\u0646\u062f \u0631\u0634\u062a\u0647 \u0627\u06cc \u0633\u0627\u0632\u06cc \u0628\u0647 \u06a9\u0627\u0648\u0634 \u067e\u0631\u062f\u0627\u062e\u062a\u06cc\u0645.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0634\u0645\u0627 \u0628\u0647 \u062a\u0641\u0635\u06cc\u0644 \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u062a\u0645\u0627\u0645 \u0627\u062c\u0632\u0627\u06cc \u0645\u0647\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u06cc\u062f.<\/li>\n<li style=\"text-align: justify;\">\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u060c \u0634\u0645\u0627 \u06cc\u06a9 \u06af\u0627\u0645 \u0641\u0631\u0627\u062a\u0631 \u0631\u0641\u062a\u06cc\u062f \u0648 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Flask \u0628\u0631\u0627\u06cc \u0627\u0633\u0646\u062c\u0627\u0645 \u0627\u0633\u062a\u0646\u0628\u0627\u0637 \u0628\u0631 \u0631\u0648\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u062f.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0645\u0637\u0627\u0644\u0628 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u0641\u06cc\u062f \u0648\u0627\u0642\u0639 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u0634\u0645\u0627 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u0645\u0648\u0627\u0631\u062f \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u062e\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<p><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/p>\n\n\n<div class=\"wp-block-columns has-vivid-green-cyan-color has-text-color is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/deep-networks\/what-is-deepfake-and-how-to-detect-it\/\">\u062c\u0639\u0644\u06cc \u0639\u0645\u06cc\u0642 ( DeepFake ) \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u0622\u0646 \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u06cc\u0645\u061f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/how-to-use-nlp-in-python\/\">\u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc ( NLP ) \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/courses\/deep-learning-simplified\/\">\u062f\u0648\u0631\u0647 \u062a\u0635\u0648\u06cc\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/stock-price-prediction-machine-learning-project-in-python\/\">\u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0642\u06cc\u0645\u062a \u0633\u0647\u0627\u0645 &#8211; \u067e\u0631\u0648\u0698\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/support-vector-machine-part1-theory\/\">\u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 ( SVM ) &#8211; \u0628\u062e\u0634 \u0627\u0648\u0644 : \u0646\u0638\u0631\u06cc\u0647<\/a><\/li><\/ul>\n\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/learnopencv.com\/human-action-recognition-using-detectron2-and-lstm\/#conclusion\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Learn OpenCV<\/a>\n<\/div>\n<\/div>\n\n\n\n<p><\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;13641&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;\u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u0627\u062a \u0627\u0646\u0633\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Detectron2 \u0648 LSTM&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>\u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062d\u0631\u06a9\u062a \u0627\u0646\u0633\u0627\u062a \u06cc\u0627 Human Acrion Recognition \u060c \u0628\u0631\u0627\u0633\u0627\u0633 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0641\u06cc\u0644\u0645 \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u0627 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062d\u0631\u06a9\u0627\u062a \u0645\u062e\u062a\u0644\u0641 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0634\u062e\u0635 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a. \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0648\u0633\u06cc\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0638\u0627\u0631\u062a\u06cc \u060c \u0648\u0631\u0632\u0634 \u0648 \u062a\u0646\u0627\u0633\u0628 \u0627\u0646\u062f\u0627\u0645 \u060c \u062f\u0641\u0627\u0639\u06cc \u0648&#8230; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0641\u0631\u0636 \u06a9\u0646\u06cc\u062f \u0634\u0645\u0627 \u0645\u06cc &hellip;<\/p>\n","protected":false},"author":22,"featured_media":13743,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[22,18],"tags":[84,107,147,100],"class_list":["post-13641","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-machine-vision","category-edu","tag-84","tag-107","tag-147","tag-100"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13641","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\/22"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=13641"}],"version-history":[{"count":25,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13641\/revisions"}],"predecessor-version":[{"id":16165,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/13641\/revisions\/16165"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/13743"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=13641"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=13641"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=13641"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}