{"id":12975,"date":"2021-09-21T10:27:25","date_gmt":"2021-09-21T05:57:25","guid":{"rendered":"https:\/\/shahaab-co.com\/mag\/?p=12975"},"modified":"2024-11-29T18:36:42","modified_gmt":"2024-11-29T15:06:42","slug":"few-shot-learning-approach-for-plant-disease-classification","status":"publish","type":"post","link":"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/","title":{"rendered":"\u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0646\u062f\u06a9"},"content":{"rendered":"<p>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u062f\u0631 \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0628\u0633\u06cc\u0627\u0631 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ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D9%86%DB%8C%D8%A7%D8%B2%D9%85%D9%86%D8%AF%DB%8C_%D9%87%D8%A7\" >\u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc \u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D8%B4%DB%8C%D9%88%D9%87_%DA%A9%D8%A7%D8%B1\" >\u0634\u06cc\u0648\u0647 \u06a9\u0627\u0631<\/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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D8%B4%D8%A8%DA%A9%D9%87_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C_%D9%BE%D8%A7%DB%8C%D9%87\" >\u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_Siamese\" >\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a\u0627\u0631 Siamese<\/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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B4%D8%A8%DA%A9%D9%87_%D9%BE%D8%A7%DB%8C%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D9%85%D8%AD%D8%AF%D9%88%D8%AF%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4%DB%8C\" >\u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647<\/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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >\u0646\u062a\u0627\u06cc\u062c<\/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\/deep-learning\/few-shot-learning-approach-for-plant-disease-classification\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/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-\" >\u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc \u0647\u0627<\/a><\/li><li><a href=\"#h--1\" >\u0634\u06cc\u0648\u0647 \u06a9\u0627\u0631<\/a><\/li><li><a href=\"#h--2\" >\u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\u0647<\/a><\/li><li><a href=\"#h-siamese\" >\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a\u0627\u0631 Siamese<\/a><\/li><li><a href=\"#h--3\" >\u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/a><\/li><li><a href=\"#h--4\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647<\/a><\/li><li><a href=\"#h--5\" >\u0646\u062a\u0627\u06cc\u062c<\/a><\/li><li><a href=\"#h--6\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/nav><\/ul><\/div>\n\n\n<p style=\"text-align: justify;\">\u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062a\u0627\u06cc\u062c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 ( CNN ) \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u0647\u0632\u0627\u0631\u0627\u0646 \u06cc\u0627 \u062d\u062a\u06cc \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0647\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 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\u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 CNN \u060c \u06a9\u0645\u0628\u0648\u062f \u062f\u0627\u062f\u0647 (\u062a\u0635\u0627\u0648\u06cc\u0631) \u0628\u0631\u0627\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0627\u0633\u062a. \u0628\u0639\u0636\u06cc \u0627\u0632 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627 \u062f\u0631 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0632\u0631\u0627\u0639\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0646\u0627\u062f\u0631 \u0647\u0633\u062a\u0646\u062f\u060c<\/p>\n<p style=\"text-align: justify;\">\u0627\u06af\u0631\u0686\u0647 \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0648\u06cc\u0631\u0627\u0646\u06af\u0631 \u0628\u0627\u0634\u062f \u0648 \u0628\u0627\u0639\u062b \u0622\u0641\u062a \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0639\u0648\u0627\u0642\u0628 \u0645\u0647\u0645 \u0627\u0642\u062a\u0635\u0627\u062f\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0645\u0646\u0627\u0637\u0642\u06cc \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0632\u0631\u0627\u0639\u06cc \u062c\u062f\u06cc\u062f \u06a9\u0634\u062a \u0645\u06cc \u0634\u0648\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0641\u0633\u06cc\u0631 \u062f\u0642\u06cc\u0642 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u06a9\u0627\u0645\u0644 \u0627\u0632 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0632\u0645\u0627\u0646 \u0628\u0631 \u0648 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u0632\u062d\u0645\u062a \u0641\u0631\u0627\u0648\u0627\u0646 \u0646\u06cc\u0631\u0648\u0647\u0627\u06cc \u0645\u062a\u062e\u0635\u0635 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0632\u06cc\u0646\u0647 \u06cc \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631 \u062f\u0627\u0631\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-\"><span class=\"ez-toc-section\" id=\"%D9%86%DB%8C%D8%A7%D8%B2%D9%85%D9%86%D8%AF%DB%8C_%D9%87%D8%A7\"><\/span><strong>\u0646\u06cc\u0627\u0632\u0645\u0646\u062f\u06cc \u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">&nbsp;\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 PlantVillage \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. PlantVillage \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u063a\u06cc\u0631\u0627\u0646\u062a\u0641\u0627\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u06cc\u0627\u0644\u062a\u06cc \u067e\u0646 \u062f\u0631 \u0627\u06cc\u0627\u0644\u0627\u062a \u0645\u062a\u062d\u062f\u0647 \u0648 EPFL \u062f\u0631 \u0633\u0648\u0626\u06cc\u0633 \u0631\u0647\u0628\u0631\u06cc \u0645\u06cc \u0634\u0648\u062f \u0648 \u062f\u0631 \u0622\u0646 \u062f\u0647 \u0647\u0627 \u0647\u0632\u0627\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0628\u0631\u06af \u0647\u0627\u06cc \u062a\u0641\u0633\u06cc\u0631 \u0634\u062f\u0647 \u0627\u0632 \u06af\u06cc\u0627\u0647\u0627\u0646 \u0633\u0627\u0644\u0645 \u0648 \u0628\u06cc\u0645\u0627\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0632\u0627\u062f \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 PlantVillage \u0634\u0627\u0645\u0644 \u06f5\u06f4\u06f3\u06f0\u06f3 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u06af \u0628\u0627 \u06f3\u06f8 \u06a9\u0644\u0627\u0633 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06f1\u06f4 \u06af\u0648\u0646\u0647 \u0645\u062d\u0635\u0648\u0644 \u0648 \u06f2\u06f6 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0627\u0633\u062a. \u0647\u0645\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0634\u0631\u0627\u06cc\u0637 \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f \u060c \u0647\u0645 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u062e\u0627\u06a9\u0633\u062a\u0631\u06cc \u0648 \u0647\u0645 \u062f\u0631 \u0631\u0646\u06af.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a\u060c \u0647\u0645\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0647 \u06f2\u06f5\u06f6 \u00d7 \u06f2\u06f5\u06f6 \u067e\u06cc\u06a9\u0633\u0644 \u062a\u063a\u06cc\u06cc\u0631 \u06cc\u0627\u0641\u062a\u0646\u062f\u060c \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u06af\u0648\u0646\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0636\u0627\u0641\u06cc. \u062a\u0635\u0648\u06cc\u0631 \u06f1 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u06f3\u06f8 \u06a9\u0644\u0627\u0633 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062c\u062f\u0648\u0644 \u06f1 \u0627\u0646\u0648\u0627\u0639 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0648 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"891\" height=\"592\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.jpg\" alt=\"\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12976\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.jpg 891w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x199.jpg 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x510.jpg 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0645\u062c\u0645\u0648\u0639\u0647-\u062f\u0627\u062f\u0647-\u062a\u0635\u0627\u0648\u06cc\u0631-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-310x205.jpg 310w\" sizes=\"(max-width: 891px) 100vw, 891px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631 \u06f1<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"373\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062c\u062f\u0648\u0644-\u06a9\u0644\u0627\u0633-\u0647\u0627\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-1024x373.png\" alt=\"\u062c\u062f\u0648\u0644 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12977\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062c\u062f\u0648\u0644-\u06a9\u0644\u0627\u0633-\u0647\u0627\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-1024x373.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062c\u062f\u0648\u0644-\u06a9\u0644\u0627\u0633-\u0647\u0627\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x109.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062c\u062f\u0648\u0644-\u06a9\u0644\u0627\u0633-\u0647\u0627\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x280.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062c\u062f\u0648\u0644-\u06a9\u0644\u0627\u0633-\u0647\u0627\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 1106w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u062c\u062f\u0648\u0644\u06f1 .\u06a9\u0644\u0627\u0633 \u0647\u0627 \u0648 \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 PlantVillage\u060c \u06af\u0631\u0648\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0627 Ds \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0646\u0628\u0639 \u0648 Dt \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0647\u062f\u0641. K \u0646\u0645\u0627\u06cc\u0627\u0646\u06af\u0631 \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631\u06af\u0631\u0648\u0647 \u0627\u0633\u062a.<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u06a9\u0644\u0627\u0633 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0646\u062f \u062a\u0627 \u062f\u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u0648\u0646\u062f: \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0645\u0646\u0628\u0639 \u062f\u0627\u0631\u0627\u06cc \u06f3\u06f2 \u06a9\u0644\u0627\u0633 (\u06f4\u06f8\u060c\u06f7\u06f7\u06f5 \u062a\u0635\u0648\u06cc\u0631) \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0631\u06af \u067e\u0627\u06cc\u0647 \u06af\u06cc\u0627\u0647\u060c \u0648 \u06cc\u06a9 \u062f\u0627\u0645\u0646\u0647 \u0647\u062f\u0641 \u0628\u0627 \u0648\u062c\u0648\u062f \u06f6 \u06a9\u0644\u0627\u0633 (\u06f5\u06f5\u06f2\u06f8 \u062a\u0635\u0648\u06cc\u0631) \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc FSL.<\/p>\n<p style=\"text-align: justify;\">\u0647\u0631 \u062f\u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634 (\u06f8\u06f0\u066a) \u0648 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0648\u0646 (\u06f2\u06f0\u066a) \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0646\u062f. \u062a\u0645\u0627\u0645 \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062a\u0635\u0627\u062f\u0641\u06cc \u0648 \u0628\u0647 \u0631\u0648\u0634 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--1\"><span class=\"ez-toc-section\" id=\"%D8%B4%DB%8C%D9%88%D9%87_%DA%A9%D8%A7%D8%B1\"><\/span><strong>\u0634\u06cc\u0648\u0647 \u06a9\u0627\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u06af \u06af\u06cc\u0627\u0647 \u0628\u0631\u0627\u0633\u0627\u0633 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0627\u062e\u06cc\u0631 Medela \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 \u06f2 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0634\u0627\u0645\u0644 \u062f\u0648 \u0628\u0644\u0648\u06a9 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0627\u0648\u0644\u060c \u0634\u0628\u06a9\u0647 \u0639\u0645\u0648\u0645\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0627 \u0647\u062f\u0641&nbsp; \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0648\u0645\u060c \u06cc\u06a9 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u06a9\u0645 \u0639\u0645\u0642 SVM \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"790\" height=\"325\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12978\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 790w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x123.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x316.png 768w\" sizes=\"(max-width: 790px) 100vw, 790px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631 \u06f2<\/figcaption><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0637\u0628\u0642\u0647 \u0628\u0646\u062f \u0628\u0647 \u0627\u06cc\u0646 \u0634\u06a9\u0644 \u0628\u0648\u062f \u06a9\u0647 \u0646\u06af\u0627\u0634\u062a \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 D \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u06a9\u0627\u0641\u06cc \u06a9\u0644\u06cc \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0627\u0646\u0634 \u0631\u0627 \u0628\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0631\u06af \u06af\u06cc\u0627\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0646\u062f \u062a\u0635\u0648\u06cc\u0631 \u0627\u0632 \u0622\u0646 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f. \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0634\u0645\u0627\u062a\u06cc\u06a9 \u062f\u0631 \u0634\u06a9\u0644 \u06f3 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc FSL \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0627\u062e\u0647 \u0641\u0648\u0642\u0627\u0646\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f\u0647 \u0628\u0631\u06af \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f \u0639\u0645\u0648\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Ds \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0634\u0627\u062e\u0647 \u067e\u0627\u06cc\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FSL \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u0646\u062c\u0645\u0627\u062f CNN \u0648 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u062c\u062f\u062f \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc SVM \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0648\u0686\u06a9 \u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f\u060c \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 Dt \u0628\u0648\u062f\u0646\u062f. \u0686\u0627\u0644\u0634 \u06a9\u0627\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633\u060c \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0627\u0646\u0634 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 Dt \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"775\" height=\"663\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12979\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 775w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x257.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x657.png 768w\" sizes=\"(max-width: 775px) 100vw, 775px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631 \u06f3<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--2\"><span class=\"ez-toc-section\" id=\"%D8%B4%D8%A8%DA%A9%D9%87_%DA%A9%D8%A7%D9%86%D9%88%D9%84%D9%88%D8%B4%D9%86%DB%8C_%D9%BE%D8%A7%DB%8C%D9%87\"><\/span><strong>\u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u067e\u0627\u06cc\u0647\u060c \u0627\u0632 \u0648\u0631\u0698\u0646 \u0633\u0648\u0645 \u0634\u0628\u06a9\u0647 Inception \u06a9\u0647 \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 imagenet \u0627\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0634\u0627\u0645\u0644 \u06f3\u06f1\u06f5 \u0644\u0627\u06cc\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0631\u06af \u06af\u06cc\u0627\u0647 \u060c \u06f2\u06f6\u06f5 \u0644\u0627\u06cc\u0647 \u0627\u0648\u0644 \u0645\u0646\u062c\u0645\u062f \u0634\u062f\u0647 \u0648 \u06f5\u06f0 \u0644\u0627\u06cc\u0647 \u0622\u062e\u0631 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Ds \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0648\u0642\u062a\u06cc \u0634\u0628\u06a9\u0647 \u062a\u0627\u0628\u0639 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc fi \u0631\u0627 \u0622\u0645\u0648\u062e\u062a\u060c \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0635\u0644 \u0634\u062f\u0647 \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc SVM \u062c\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0628\u0639\u062f \u0627\u0632 \u0686\u0646\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc\u060cN = 128 &nbsp;\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u0639\u062f \u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0634\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 CNN \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0632 \u0641\u0636\u0627\u06cc \u06f1\u06f2\u06f8 \u0628\u0647 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0647 \u06a9\u0627\u0646\u0627\u0644\u0647 \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u06f2\u06f5\u06f6 * \u06f2\u06f5\u06f6 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u062f\u0647\u062f.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-siamese\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B3%D8%A7%D8%AE%D8%AA%D8%A7%D8%B1_Siamese\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0633\u0627\u062e\u062a\u0627\u0631 Siamese<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u062f\u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<ol>\n<li style=\"text-align: justify;\">\u06cc\u06a9 \u0634\u0628\u06a9\u0647 Siamese \u0628\u0627 \u062f\u0648 \u0632\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0648 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627 Contrastive<\/li>\n<li style=\"text-align: justify;\">\u06cc\u06a9 \u0634\u0628\u06a9\u0647 Siamese \u0628\u0627 \u0633\u0647 \u0632\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0648 \u0628\u0627 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627 Triplet<\/li>\n<\/ol>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc Siamese \u0647\u0645\u0647 \u0632\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0648\u0632\u0646 \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u06a9\u0644 \u06f4\u066b \u0632\u06cc\u0631\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0627\u0645\u06cc \u0647\u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0628\u0648\u062f\u0646\u062f \u060c \u06cc\u0639\u0646\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc Inception V3 \u0628\u0627 \u06f5\u06f0 \u0644\u0627\u06cc\u0647 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631&nbsp; \u0632\u06cc\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0627\u0645\u06cc \u06cc\u06a9 \u062c\u0641\u062a \u062a\u0635\u0648\u06cc\u0631 Xi ,Xj \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u0648 \u062f\u0631 \u062d\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627&nbsp; \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062c\u0641\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"786\" height=\"69\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u0641\u0631\u0645\u0648\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12980\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 786w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x26.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x67.png 768w\" sizes=\"(max-width: 786px) 100vw, 786px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u062c\u0627\u06cc\u06cc \u06a9\u0647 &nbsp;\u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u0641\u0627\u0635\u0644\u0647 \u0627\u0642\u0644\u06cc\u062f\u0633\u06cc \u0627\u0633\u062a \u060c m \u062d\u0627\u0634\u06cc\u0647 \u0627\u0633\u062a \u0648y = 0 \u0627\u06af\u0631 Xi \u0648 Xj \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u0634\u0646\u062f y = 1 \u0627\u06af\u0631 \u0627\u0632 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0628\u0627\u0634\u0646\u062f. \u0628\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627\u060c \u0634\u0628\u06a9\u0647 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u062f \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0648 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u06af\u0631\u0648\u0647 \u0647\u0627\u06cc \u0646\u0627\u0645\u062a\u0634\u0627\u0628\u0647 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0645\u0642\u062f\u0627\u0631 \u0645\u0645\u06a9\u0646 \u0628\u0631\u0633\u0627\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0634\u0628\u06a9\u0647 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0633\u06cc\u0627\u0645\u06cc \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u0633\u0647 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u06a9 \u0644\u0646\u06af\u0631\u060c \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u062b\u0628\u062a \u0648 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0646\u0641\u06cc \u062a\u063a\u0630\u06cc\u0647 \u0645\u06cc \u0634\u0648\u062f \u06cc\u0639\u0646\u06cc X<sub>n<\/sub> \u0648 X<sub>p<\/sub> &nbsp;\u0648 X<sub>a<\/sub>&nbsp; . \u062a\u0635\u0627\u0648\u06cc\u0631 \u0644\u0646\u06af\u0631 \u0648 \u0645\u062b\u0628\u062a \u0627\u0632 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0648 \u062a\u0635\u0648\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0627\u0632 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0633\u062a. \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0632 \u062a\u0627\u0628\u0639 \u062e\u0637\u0627 Triplet \u0628\u062f\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0633\u062a:<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"765\" height=\"51\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-2.png\" alt=\"\u0641\u0631\u0645\u0648\u0644 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12981\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-2.png 765w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0641\u0631\u0645\u0648\u0644-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-2-300x20.png 300w\" sizes=\"(max-width: 765px) 100vw, 765px\" \/><\/figure><\/div>\n\n\n<p style=\"text-align: justify;\">\u0628\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637\u0627\u060c \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0644\u0646\u06af\u0631 \u0648 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062b\u0628\u062a \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc \u0631\u0633\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062d\u062f\u0627\u06a9\u062b\u0631 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0644\u0646\u06af\u0631 \u0648 \u06a9\u0644\u0627\u0633 \u0645\u0646\u0641\u06cc \u062a\u0627 \u062d\u0627\u0634\u06cc\u0647 m \u0642\u0627\u0628\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--3\"><span class=\"ez-toc-section\" id=\"%D8%A2%D9%85%D9%88%D8%B2%D8%B4_%D8%B4%D8%A8%DA%A9%D9%87_%D9%BE%D8%A7%DB%8C%D9%87_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D8%B9%D8%AF%D8%A7%D8%AF_%D9%85%D8%AD%D8%AF%D9%88%D8%AF%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D8%A2%D9%85%D9%88%D8%B2%D8%B4%DB%8C\"><\/span><strong>\u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0633\u0631\u0627\u0646\u062c\u0627\u0645\u060c \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0645\u0646\u0628\u0639 Ds \u0628\u0647 \u0647\u062f\u0641 Dt\u060c \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc SVM \u0628\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0647\u0627\u06cc \u062f\u0627\u0645\u0646\u0647 \u0647\u062f\u0641 \u0622\u0645\u0648\u0632\u0634 \u0645\u062c\u062f\u062f \u0634\u062f. \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u0647 \u0631\u0648\u0634 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 &nbsp;Ds \u0628\u062f\u0633\u062a \u0622\u0645\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u060c \u0645\u0642\u062f\u0627\u0631 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633\u060c \u0627\u0632 \u06f1 \u062a\u0627 \u06f1\u06f4\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633\u060c \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f. \u06f5\u06f0 \u0644\u0627\u06cc\u0647 \u0622\u062e\u0631 \u0634\u0628\u06a9\u0647 InceptionV3 \u0627\u0628\u062a\u062f\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Ds \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0646\u062f\u060c \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Dt \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0634\u062f\u0646\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062f\u0631 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0648\u0646 \u062f\u0631 Dt \u0628\u0647 \u06f5\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u062b\u0627\u0628\u062a \u0634\u062f \u0648 \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u06f2\u06f0 \u0628\u0627\u0631 \u062a\u06a9\u0631\u0627\u0631 \u0634\u062f \u062a\u0627 \u0627\u0632 \u0646\u0638\u0631 \u0622\u0645\u0627\u0631\u06cc \u062f\u0642\u062a \u0631\u0648\u0634 \u0647\u0627 \u0645\u0634\u062e\u0635 \u0634\u0648\u062f. \u062f\u0642\u062a \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0632\u0645\u0648\u0646 McNemar \u062f\u0631 \u062d\u0627\u0634\u06cc\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u06f9\u06f5\u066a \u0645\u0642\u0627\u06cc\u0633\u0647 \u0634\u062f.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"362\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x362.png\" alt=\"\u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\" class=\"wp-image-12982\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x362.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-300x106.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-768x272.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc.png 1335w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631 \u06f4<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--4\"><span class=\"ez-toc-section\" id=\"%D8%A8%D9%87%DB%8C%D9%86%D9%87_%D8%B3%D8%A7%D8%B2%DB%8C_%D8%B4%D8%A8%DA%A9%D9%87\"><\/span><strong>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">&nbsp;\u062f\u0631 \u0647\u0645\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u060c \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0642\u062f\u0631\u062a \u062a\u0639\u0645\u06cc\u0645 \u0634\u0628\u06a9\u0647\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u0635\u0627\u062f\u0641\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0632\u0648\u0627\u06cc\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 {\u06f0 \u060c \u06f9\u06f0 \u060c \u06f1\u06f8\u06f0 \u060c \u06f2\u06f7\u06f0} \u0686\u0631\u062e\u0627\u0646\u062f\u0647 \u0634\u062f\u0646\u062f. \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0647\u0627\u060c \u0628\u0627 \u06f3\u06f0 \u062f\u0648\u0631\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u060c \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0633\u062a\u0647 \u06f3\u06f2 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0646\u0631\u062e \u03b1 =\u06f1\u06f0<sup>-\u06f4<\/sup>&nbsp; \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f. \u0627\u0632 \u0631\u0648\u0634 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc Adam \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637\u0627 \u0645\u062a\u0642\u0627\u0628\u0644 \u0622\u0646\u062a\u0631\u0648\u067e\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u062d\u0644 \u062e\u0637\u0627\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u0645\u0631\u0628\u0639\u0627\u062a \u062e\u0637\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f \u0647\u0645 \u0686\u0646\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631\u062d\u0627\u0634\u06cc\u0647 &nbsp;m = 1\u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u062d\u0644 \u062e\u0637\u0627 Triplet \u0627\u0632 \u06cc\u06a9 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632 Adam\u060c \u0628\u0627 \u062d\u0627\u0634\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f \u0648 \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u06a9\u0633\u0644 \u0647\u0627 \u0631\u0646\u062c \u0645\u0646\u0641\u06cc \u06cc\u06a9 \u062a\u0627 \u06cc\u06a9 \u0646\u0631\u0645\u0627\u0644 \u0634\u062f\u0646\u062f. \u0628\u0631\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Keras \u0628\u0627 \u067e\u0627\u06cc\u0647 Tensorflow \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f.<\/p>\n<p style=\"text-align: justify;\">\u062a\u0627 \u0628\u062f\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0628\u0627 \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u062f\u06cc\u0645\u060c \u062d\u0627\u0644 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c \u0648 \u0634\u06cc\u0648\u0647 \u0627\u0631\u0627\u0626\u0647 \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0627\u062b\u0631 \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u06cc\u0645.<\/p>\n\n\n<h2 class=\"wp-block-heading\" id=\"h--5\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\"><\/span><strong>\u0646\u062a\u0627\u06cc\u062c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u06f3\u06f2 \u06a9\u0644\u0627\u0633\u0647 \u0628\u0627 \u0634\u0628\u06a9\u0647 Siamese \u0648\u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc Triplet \u062f\u0642\u062a \u06f4\/\u06f9\u06f1% \u0648 \u0628\u0631\u0627\u06cc \u0648\u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc Contrastive \u062f\u0642\u062a&nbsp; 6\/90% &nbsp;\u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0645\u06cc\u0627\u0646\u0647 \u062f\u0642\u062a %\u06f9\u06f0 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0645\u0639\u06cc\u0627\u0631 F-score \u060c \u06f9\u06f3\u066b\u06f8%\u060c \u06f6\/\u06f9\u06f2% \u0648\u06f2\/\u06f9\u06f1% \u0628\u0631\u0627\u06cc \u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc Triplet \u0628\u0648\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u06cc\u0646 \u0645\u0639\u06cc\u0627\u0631 \u0628\u0631\u0627\u06cc \u062e\u0637\u0627\u06cc Contrastive 8\/93%\u060c \u06f1\/\u06f9\u06f3 \u0648 \u06f2\/\u06f9\u06f1 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p style=\"text-align: justify;\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0633\u06cc\u0627\u0645\u06cc \u0646\u0647 \u062a\u0646\u0647\u0627 \u0646\u062d\u0648\u0647 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0646\u0648\u0627\u0639 \u0628\u0631\u06af \u0647\u0627 \u0648 \u0627\u0646\u0648\u0627\u0639 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627 \u0631\u0627 \u0641\u0631\u0627 \u06af\u0631\u0641\u062a\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06a9\u062b\u0631 \u0642\u0631\u06cc\u0628 \u0628\u0647 \u0627\u062a\u0641\u0627\u0642 \u06f3\u06f2 \u06a9\u0644\u0627\u0633 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0646\u062f. \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0627\u0633 \u0647\u0627 \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631 F-scores \u0632\u06cc\u0631 \u06f7\u06f0% \u062e\u0637\u0627\u06cc Triplet \u0633\u0647 \u062a\u0627 \u0648 \u0628\u0631\u0627\u06cc \u062e\u0637\u0627\u06cc Contrastive&nbsp; \u067e\u0646\u062c \u062a\u0627 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc Triplet\u060c \u0647\u0645\u0647 \u06a9\u0644\u0627\u0633 \u0647\u0627 \u062f\u0642\u062a \u0648 F-score \u0628\u0627\u0644\u0627\u06cc \u06f5\u06f5% \u062f\u0627\u0634\u062a\u0647 \u0627\u0646\u062f \u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u06cc\u06a9 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0647\u0628\u0648\u062f\u06f1\/\u06f3% \u062d\u0627\u0635\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"801\" height=\"651\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u0627\u0632\u062f\u0647\u06cc-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u0628\u0627\u0632\u062f\u0647\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12984\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u0627\u0632\u062f\u0647\u06cc-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 801w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u0627\u0632\u062f\u0647\u06cc-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x244.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u0628\u0627\u0632\u062f\u0647\u06cc-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x624.png 768w\" sizes=\"(max-width: 801px) 100vw, 801px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631\u06f5\u066b \u0646\u062a\u0627\u06cc\u062c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631 \u0647\u0627\u06ccRecall, Precision, F-score \u0628\u0647 \u0627\u0632\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u06af\u0631\u0648\u0647 \u0647\u0627<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"813\" height=\"650\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062f\u0642\u062a \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12985\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 813w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x240.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062f\u0642\u062a-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-768x614.png 768w\" sizes=\"(max-width: 813px) 100vw, 813px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631\u06f6\u066b \u062f\u0642\u062a \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06f6 \u06af\u0631\u0648\u0647 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0627\u0632\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"763\" height=\"590\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png\" alt=\"\u0646\u0645\u0648\u062f\u0627\u0631 \u062e\u0637\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646\" class=\"wp-image-12986\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646.png 763w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u0646\u0645\u0648\u062f\u0627\u0631-\u062e\u0637\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-\u062a\u0634\u062e\u06cc\u0635-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-300x232.png 300w\" sizes=\"(max-width: 763px) 100vw, 763px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631\u06f7\u066b \u0645\u0642\u0627\u062f\u06cc\u0631 \u062e\u0637\u0627 \u0628\u0631\u0627\u06cc \u062f\u0648 \u062a\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u062e\u0637\u0627 \u0628\u0647 \u0627\u0632\u0627\u06cc \u062a\u0639\u062f\u0627\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0627\u0645\u0648\u0632\u0634 \u0645\u062e\u062a\u0644\u0641 \u06a9\u0647 \u0628\u0627 \u062e\u0637\u0627\u06cc \u0628\u062f\u0633\u062a \u0627\u0645\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u06a9\u0627\u0645\u0644 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 Dt \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u06f4\u06f4\u06f2\u06f1 \u062a\u0635\u0648\u06cc\u0631\u0648 \u062a\u0639\u062f\u0627\u062f \u0645\u062a\u0648\u0633\u0637 \u06f7\u06f3\u06f7 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06af\u0631\u0648\u0647 \u0645\u0642\u0627\u0628\u0633\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/figcaption><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"1024\" height=\"421\" src=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x421.png\" alt=\"\u06a9\u0644\u0627\u0633\u0647 \u0628\u0646\u062f\u06cc \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0627 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\" class=\"wp-image-12987\" title=\"\" srcset=\"https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1024x421.png 1024w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-300x123.png 300w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-768x316.png 768w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc-1536x631.png 1536w, https:\/\/shahaab-co.com\/mag\/wp-content\/uploads\/2021\/09\/\u06a9\u0644\u0627\u0633\u0647-\u0628\u0646\u062f\u06cc-\u0628\u06cc\u0645\u0627\u0631\u06cc-\u06af\u06cc\u0627\u0647\u0627\u0646-\u0628\u0627-\u0634\u0628\u06a9\u0647-\u0639\u0635\u0628\u06cc.png 1565w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u062a\u0635\u0648\u06cc\u0631\u06f8\u066b \u0645\u0627\u062a\u0631\u06cc\u0633 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u06f2\u06f0 \u0627\u0632\u0645\u0627\u06cc\u0634 \u062a\u0635\u0627\u062f\u0641\u06cc \u0628\u0627 \u0645\u0639\u06cc\u0627\u0631 \u062e\u0637\u0627\u06cc Triplet \u0648 \u062a\u0639\u062f\u0627\u062f \u06f1\u06f0 \u0646\u0645\u0648\u0646\u0647 (\u0633\u0645\u062a \u0686\u067e) \u0648 \u06f8\u06f0 \u0646\u0645\u0648\u0646\u0647 (\u0633\u0645\u062a \u0631\u0627\u0633\u062a). \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0634\u0627\u0645\u0644 \u06f5\u06f0 \u0646\u0645\u0648\u0645\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06af\u0631\u0648\u0647 \u06cc\u0627 \u0628\u0647 \u0628\u06cc\u0627\u0646 \u062f\u06cc\u06af\u0631 \u06f6\u06f0\u06f0\u06f0 \u062a\u0635\u0645\u06cc\u0645 \u062f\u0631 \u06f2\u06f0 \u0628\u0627\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634.\u0631\u062f\u06cc\u0641 \u067e\u0627\u06cc\u06cc\u0646 recall \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631\u06a9\u0644\u0627\u0633 \u0648 \u0633\u062a\u0648\u0646 \u0633\u0645\u062a \u0686\u067e \u062f\u0642\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0627\u0633 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/figcaption><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h--6\"><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87\"><\/span><strong>\u0646\u062a\u06cc\u062c\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p style=\"text-align: justify;\">\u0627\u06cc\u0646 \u0645\u0637\u0627\u0644\u0639\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u06cc\u06a9 \u0631\u0648\u0634 FSL \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0632 \u062e\u0637\u0627\u06cc Triplet \u0648 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0637\u062d\u06cc\u060c \u0631\u0648\u0634 \u0647\u0627\u06cc \u0641\u0639\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0628\u0631\u06af \u06af\u06cc\u0627\u0647\u0627\u0646 FSL \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f. \u067e\u0633 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 CNN \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u0639\u0645\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u0639\u0645\u0648\u0645\u06cc \u0628\u0631\u06af \u06af\u06cc\u0627\u0647\u060c \u0645\u06cc\u0632\u0627\u0646 \u062f\u0642\u062a \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u06f9\u06f0\u066a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u06f8\u06f0 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0647\u0631\u06f6 \u06a9\u0644\u0627\u0633 \u062c\u062f\u06cc\u062f\u060c \u0631\u0633\u06cc\u062f.<\/p>\n<p style=\"text-align: justify;\">\u0628\u0627 \u06a9\u0627\u0647\u0634 \u06f4 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0647\u0631 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0642\u062a \u0628\u0647 \u06f8\u06f9\u066b\u06f1\u066a \u06a9\u0627\u0647\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0647\u0627\u06cc FSL \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u0645\u0644\u0627\u062d\u0638\u0647 \u0627\u06cc \u0632\u0645\u0627\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0631\u0627 \u06a9\u0648\u062a\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u06cc\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f \u06af\u06cc\u0627\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p style=\"text-align: justify;\">\u067e\u0698\u0648\u0647\u0634 \u0641\u0648\u0642 \u0646\u0633\u0628\u062a \u0628\u0647 \u067e\u0698\u0648\u0647\u0634 \u0646\u062e\u0633\u062a \u062f\u0627\u0631\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u06a9\u0645\u062a\u0631\u06cc \u0627\u0633\u062a \u0627\u0645\u0627 \u0627\u0632 \u0627\u0646 \u062c\u0627 \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u062d\u06cc\u0637\u0647 \u062e\u0627\u0635 \u0641\u0639\u0627\u0644\u06cc\u062a \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0637\u0631\u062d \u0627\u0639\u0644\u0627\u0645 \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634 \u0647\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h4><strong>\u0628\u06cc\u0634\u062a\u0631 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f :<\/strong><\/h4>\n\n\n<ul class=\"wp-block-yoast-seo-related-links\"><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/getting-started-with-tensorflow-the-easy-way-part-4\/\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc TensorFlow \u0628\u0647 \u0631\u0648\u0634\u06cc \u0633\u0627\u062f\u0647 (\u0628\u062e\u0634 \u0686\u0647\u0627\u0631\u0645)<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/ai\/how-artificial-intelligence-is-helping-fight-the-covid-19-pandemic\/\">\u06f7 \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0645\u0628\u0627\u0631\u0632\u0647 \u0628\u0627 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0645\u0647 \u06af\u06cc\u0631 COVID-19 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/ml\/how-to-build-a-machine-learning-filing-system\/\">\u0646\u062d\u0648\u0647 \u0633\u0627\u062e\u062a\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0628\u0627\u06cc\u06af\u0627\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u062a\u0627\u0628 \u0647\u0627<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/news\/ai\/mind-reading-ai-creates-images-from-your-thoughts\/\">\u0627\u06cc\u0646 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0641\u06a9\u0627\u0631 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u062f \u0648 \u062a\u0635\u0648\u06cc\u0631\u06cc \u0627\u0632 \u0622\u0646 \u0628\u06a9\u0634\u062f<\/a><\/li><li><a href=\"https:\/\/shahaab-co.com\/mag\/edu\/deep-learning\/using-deep-learning-with-limited-data-part-1-transfer-learning\/\">\u0648\u0642\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc \u062f\u0627\u0631\u06cc\u0645\u060c \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f \u0628\u062e\u0634 \u0627\u0648\u0644 : \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/a><\/li><\/ul>\n\n\n<a href=\"#\" class=\"shortc-button small blue \">\u0645\u0646\u0628\u0639<\/a> <a href=\"https:\/\/www.researchgate.net\/publication\/342342895_Few-Shot_Learning_approach_for_plant_disease_classification_using_images_taken_in_the_field\" target=\"_blank\" class=\"shortc-button small gray \" rel=\"noopener\">Few-Shot Learning approach for plant disease classification using images taken in the field<\/a>&nbsp;<\/p>\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;12975&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 \u0628\u06cc\u0645\u0627\u0631\u06cc \u06af\u06cc\u0627\u0647\u0627\u0646 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0646\u062f\u06a9&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>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u062f\u0631 \u06a9\u0634\u0627\u0648\u0631\u0632\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06cc\u0627 \u06a9\u0627\u0647\u0634 \u0622\u0641\u062a \u0647\u0627. \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0633\u0631\u06cc\u0639 \u0628\u06cc\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u06af\u06cc\u0627\u0647\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06a9\u0645\u0628\u0648\u062f \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062c\u0647\u0627\u0646 \u062f\u0634\u0648\u0627\u0631 \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0631\u0648\u0632 \u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u062f\u0648\u0631\u0628\u06cc\u0646 \u0647\u0627\u06cc \u062a\u0644\u0641\u0646 \u0647\u0648\u0634\u0645\u0646\u062f &hellip;<\/p>\n","protected":false},"author":23,"featured_media":12991,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_editorskit_title_hidden":false,"_editorskit_reading_time":0,"_editorskit_is_block_options_detached":false,"_editorskit_block_options_position":"{}","footnotes":""},"categories":[19,18],"tags":[100,97,86],"class_list":["post-12975","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-deep-learning","category-edu","tag-100","tag-97","tag-86"],"_links":{"self":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12975","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\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/comments?post=12975"}],"version-history":[{"count":5,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12975\/revisions"}],"predecessor-version":[{"id":16177,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/posts\/12975\/revisions\/16177"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media\/12991"}],"wp:attachment":[{"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/media?parent=12975"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/categories?post=12975"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shahaab-co.com\/mag\/wp-json\/wp\/v2\/tags?post=12975"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}