{"id":173920,"date":"2025-02-09T17:07:57","date_gmt":"2025-02-09T17:07:57","guid":{"rendered":"https:\/\/flypix.ai\/?p=173920"},"modified":"2025-02-10T14:28:53","modified_gmt":"2025-02-10T14:28:53","slug":"image-recognition-algorithms","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ar\/image-recognition-algorithms\/","title":{"rendered":"\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631: \u062f\u0644\u064a\u0644 \u0625\u0644\u0649 CNN \u0648R-CNN \u0648YOLO \u0648\u0627\u0644\u0645\u0632\u064a\u062f"},"content":{"rendered":"<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0645\u062b\u0644 CNN \u0648R-CNN \u0648YOLO \u062b\u0648\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u0645\u0643\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0645\u0646 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629 \u0628\u062f\u0642\u0629 \u062a\u0634\u0628\u0647 \u062f\u0642\u0629 \u0627\u0644\u0625\u0646\u0633\u0627\u0646. \u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0648\u0646\u0642\u0627\u0637 \u0642\u0648\u062a\u0647\u0627 \u0648\u062a\u0637\u0628\u064a\u0642\u0627\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0648\u0643\u064a\u0641\u064a\u0629 \u0627\u062e\u062a\u064a\u0627\u0631 \u0623\u0641\u0636\u0644\u0647\u0627 \u0644\u0645\u0634\u0631\u0648\u0639\u0643.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-1024x683.jpg\" alt=\"\" class=\"wp-image-173925\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-n-voitkevich-6120220-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631<\/h2>\n\n\n\n<p>\u0642\u0628\u0644 \u0638\u0647\u0648\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0643\u0627\u0646\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0635\u0646\u0648\u0639\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 - \u0642\u0648\u0627\u0639\u062f \u0648\u0645\u0631\u0634\u062d\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u0643\u0627\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u062a\u062a\u0637\u0644\u0628 \u0639\u0645\u0627\u0644\u0629 \u0645\u0643\u062b\u0641\u0629\u060c \u0648\u062a\u062a\u0637\u0644\u0628 \u062e\u0628\u0631\u0629 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0627 \u064a\u0634\u0643\u0644 &quot;\u0645\u064a\u0632\u0629&quot; (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u062d\u0648\u0627\u0641 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0645 \u0623\u0648 \u0627\u0644\u0632\u0648\u0627\u064a\u0627). \u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647\u0627 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0648\u0642\u062a\u060c \u0625\u0644\u0627 \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0648\u0627\u062c\u0647\u062a \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u062a\u0639\u0642\u064a\u062f\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u060c \u0645\u062b\u0644 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0623\u0648 \u0627\u062a\u062c\u0627\u0647 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0623\u0648 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f\u0627\u062a. \u0643\u0627\u0646 \u0627\u0644\u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062e\u0627\u0635\u0629 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs)\u060c \u0628\u0645\u062b\u0627\u0628\u0629 \u062a\u062d\u0648\u0644 \u0646\u0645\u0648\u0630\u062c\u064a\u060c \u0645\u0645\u0627 \u0645\u0643\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u062e\u0627\u0645. \u062f\u0639\u0648\u0646\u0627 \u0646\u062d\u0644\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u0637\u0648\u0631.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0631\u0641 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631: \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629<\/h3>\n\n\n\n<p>\u062a\u0639\u062a\u0645\u062f \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0627\u062a \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0631\u064a\u0627\u0636\u064a\u0629. \u0648\u062a\u0636\u0645\u0646\u062a \u0647\u0630\u0647 \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>SIFT (\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0645\u064a\u0632\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0644\u0644\u0645\u0642\u064a\u0627\u0633)<\/strong>:\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0648\u0648\u0635\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0644\u0644\u0645\u0642\u064a\u0627\u0633 \u0648\u0627\u0644\u062f\u0648\u0631\u0627\u0646\u060c \u0648\u0627\u0644\u062a\u064a \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u063a\u0627\u0644\u0628\u064b\u0627 \u0644\u0645\u0637\u0627\u0628\u0642\u0629 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n\n\n\n<li><strong>HOG (\u0645\u062f\u0631\u062c \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u0648\u062c\u0647\u0629)<\/strong>:\u062a\u0645 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062d\u0627\u0641\u0629 \u0644\u062a\u0645\u062b\u064a\u0644 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0634\u0627\u0626\u0639\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0645\u0634\u0627\u0629.<\/li>\n\n\n\n<li><strong>LBP (\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629)<\/strong>:\u062a\u0645 \u062a\u062d\u0644\u064a\u0644 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0644\u0645\u0633 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0642\u0627\u0631\u0646\u0629 \u0642\u064a\u0645 \u0643\u062b\u0627\u0641\u0629 \u0627\u0644\u0628\u0643\u0633\u0644.<\/li>\n\n\n\n<li><strong>SURF (\u0645\u064a\u0632\u0627\u062a \u0642\u0648\u064a\u0629 \u0648\u0645\u062a\u0633\u0627\u0631\u0639\u0629)<\/strong>:\u0628\u062f\u064a\u0644 \u0623\u0633\u0631\u0639 \u0648\u0623\u0642\u0644 \u0643\u062b\u0627\u0641\u0629 \u062d\u0633\u0627\u0628\u064a\u0629 \u0644\u0640 SIFT.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u062a\u0637\u0644\u0628 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0636\u0628\u0637\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0648\u0644\u0627 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u062c\u064a\u062f \u0625\u0644\u0627 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062e\u0627\u0636\u0639\u0629 \u0644\u0644\u0631\u0642\u0627\u0628\u0629. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0642\u062f \u062a\u062a\u0641\u0648\u0642 HOG \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0628\u0634\u0631 \u0641\u064a \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062b\u0627\u0628\u062a\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0641\u0634\u0644 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629 \u0623\u0648 \u0627\u0644\u0623\u0648\u0636\u0627\u0639 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u062d\u062f\u0648\u062f \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0647\u0634\u0627\u0634\u0629<\/strong>:\u0627\u0644\u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0641\u064a \u0627\u0644\u0625\u0636\u0627\u0621\u0629\u060c \u0623\u0648 \u0627\u0644\u0632\u0627\u0648\u064a\u0629\u060c \u0623\u0648 \u0627\u0644\u0627\u0646\u0633\u062f\u0627\u062f \u062a\u0624\u062b\u0631 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621.<\/li>\n\n\n\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>:\u0644\u0627 \u064a\u0645\u0643\u0646 \u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0623\u0648 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642.<\/li>\n\n\n\n<li><strong>\u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0639\u0645\u0627\u0644\u0629<\/strong>:\u0644\u0642\u062f \u0623\u0645\u0636\u0649 \u0627\u0644\u0645\u0647\u0646\u062f\u0633\u0648\u0646 \u0623\u0634\u0647\u0631\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642: \u0635\u0639\u0648\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u0644\u0645\u064a\u0632\u0627\u062a<\/h3>\n\n\n\n<p>\u0623\u062d\u062f\u062b \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629. <strong>\u0634\u0628\u0643\u0627\u062a CNN<\/strong>\u060c \u0627\u0644\u0645\u0633\u062a\u0648\u062d\u0649 \u0645\u0646 \u0627\u0644\u0642\u0634\u0631\u0629 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\u0627\u0644\u0645\u0633\u062a\u0648\u0649<\/strong>:\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u062a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0648\u0627\u0644\u0623\u062c\u0632\u0627\u0621 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0639\u062c\u0644\u0627\u062a\u060c \u0648\u0627\u0644\u0639\u064a\u0648\u0646).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649<\/strong>:\u062a\u062c\u0645\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0627\u0644\u0623\u062c\u0632\u0627\u0621 \u0641\u064a \u0643\u0627\u0626\u0646\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0633\u064a\u0627\u0631\u0627\u062a\u060c \u0627\u0644\u0648\u062c\u0648\u0647).<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0643\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0647\u0631\u0645\u064a \u0634\u0628\u0643\u0627\u062a CNN \u0645\u0646 \u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0639\u0628\u0631 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629. \u0648\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u062a\u0632\u062f\u0647\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0645\u0645\u0627 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\u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u062a\u0642\u0633\u064a\u0645\u0647\u0627.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629<\/strong>:\u064a\u062c\u0645\u0639 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0641\u064a \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0648\u0627\u062d\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0631\u0633\u062a \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631\u060c \u0641\u0625\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u0647\u0627 \u0639\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u064a\u062f\u0648\u064a\u0629 \u062c\u0639\u0644\u0647\u0627 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u062a\u063a\u0644\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0627\u0644\u0645\u062f\u0639\u0648\u0645 \u0628\u0634\u0628\u0643\u0627\u062a CNN\u060c \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0639\u0642\u0628\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0623\u062a\u0645\u062a\u0629 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a\u060c \u0645\u0645\u0627 \u0645\u0643\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u0628\u0627\u0634\u0631\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u062b\u0642\u0644\u0647\u0627 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0642\u0627\u064a\u0636\u0629 - \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062a\u0641\u0648\u0642\u0629\u060c \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641\u060c \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 - \u0639\u0632\u0632\u062a \u0647\u064a\u0645\u0646\u0629 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u0627\u0644\u064a\u0648\u0645\u060c \u062a\u0645\u0632\u062c \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0623\u062d\u064a\u0627\u0646\u064b\u0627 \u0628\u064a\u0646 \u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0644\u0643\u0646 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u064a\u0646\u062a\u0645\u064a \u0628\u0644\u0627 \u0634\u0643 \u0625\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0643\u064a\u0641\u064a\u0629 \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u062a\u0639\u0644\u0645.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs): \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u0629<\/h2>\n\n\n\n<p>\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs) \u0647\u064a \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0645\u0639\u0638\u0645 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u0645\u0633\u062a\u0648\u062d\u0627\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a\u0629 \u0644\u0644\u0642\u0634\u0631\u0629 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629\u060c \u062a\u062a\u0645\u064a\u0632 CNNs \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0646\u064a\u0641\u060c \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a\u060c \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629. \u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0645\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0643\u0645\u062a\u062c\u0647\u0627\u062a \u0645\u0633\u0637\u062d\u0629\u060c \u062a\u062d\u0627\u0641\u0638 CNNs \u0639\u0644\u0649 \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0644\u0644\u0635\u0648\u0631\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0628\u0637\u0631\u064a\u0642\u0629 \u062a\u0639\u0643\u0633 \u0627\u0644\u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0628\u0634\u0631\u064a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a CNN: \u0627\u0644\u0628\u0646\u064a\u0629 \u0648\u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629<\/h3>\n\n\n\n<p>\u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u0628\u0646\u064a\u0629 CNN \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062a\u062f\u0631\u064a\u062c\u064a\u064b\u0627 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u062e\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u064f\u0639\u064e\u062f \u0647\u0630\u0647 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0628\u0645\u062b\u0627\u0628\u0629 \u0642\u0644\u0628 \u0634\u0628\u0643\u0629 CNN\u060c \u0648\u0647\u064a \u062a\u0637\u0628\u0642 \u0645\u0631\u0634\u062d\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 (\u0646\u0648\u0649) \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629. \u064a\u0646\u0632\u0644\u0642 \u0643\u0644 \u0645\u0631\u0634\u062d \u0639\u0628\u0631 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0648\u064a\u0646\u0641\u0630 \u0639\u0645\u0644\u064a\u0627\u062a \u0636\u0631\u0628 \u0648\u062a\u0644\u062e\u064a\u0635 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0644\u0625\u0646\u062a\u0627\u062c \u062e\u0631\u064a\u0637\u0629 \u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li>\u062a\u0643\u062a\u0634\u0641 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 (\u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0648\u0627\u0644\u0623\u0646\u0633\u062c\u0629) \u0641\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u0648\u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0648\u0623\u062c\u0632\u0627\u0621 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a) \u0641\u064a \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0623\u0639\u0645\u0642.<\/li>\n\n\n\n<li>\u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629: <em>\u062d\u062c\u0645 \u0627\u0644\u0646\u0648\u0627\u0629<\/em> (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c 3\u00d73)\u060c <em>\u062e\u0637\u0648\u0629<\/em> (\u062d\u062c\u0645 \u062e\u0637\u0648\u0629 \u0627\u0644\u0641\u0644\u062a\u0631) \u0648 <em>\u062d\u0634\u0648\u0629<\/em> (\u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629).<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 (\u0627\u0644\u0639\u0631\u0636 \u0648\u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639) \u0644\u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0645\u0639\u0627\u0644\u0645\u060c \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0628\u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629 \u0645\u0639 \u062e\u0641\u0636 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u062a\u062c\u0645\u064a\u0639<\/strong>:\u064a\u062d\u062f\u062f \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0642\u064a\u0645\u0629 \u0645\u0646 \u0645\u0646\u0637\u0642\u0629 \u0645\u0627\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0628\u0631\u0648\u0632\u064b\u0627.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062a\u062c\u0645\u064a\u0639<\/strong>:\u064a\u062d\u0633\u0628 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629\u060c \u0648\u0647\u064a \u0645\u0641\u064a\u062f\u0629 \u0644\u062a\u0646\u0639\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0634\u064a\u0637<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u0644\u0627\u062e\u0637\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0645\u0646 \u062a\u0639\u0644\u0645 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/li>\n\n\n\n<li><strong>ReLU (\u0648\u062d\u062f\u0629 \u062e\u0637\u064a\u0629 \u0645\u0635\u062d\u062d\u0629)<\/strong>:\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0628\u0633\u0628\u0628 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0627\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0645\u062a\u0644\u0627\u0634\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0637\u0628\u0642\u0627\u062a \u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0633\u0637\u064a\u062d \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u0631\u062c\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641\/\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0641\u064a \u0645\u062a\u062c\u0647 \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/li>\n\n\n\n<li>\u0642\u0645 \u0628\u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 Softmax (\u0644\u0644\u0645\u0647\u0627\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0641\u0626\u0627\u062a) \u0623\u0648 Sigmoid (\u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a CNN: \u0645\u0646 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a \u0625\u0644\u0649 \u0627\u0644\u062a\u062d\u0633\u064a\u0646<\/h3>\n\n\n\n<p>\u062a\u062a\u0639\u0644\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0646 \u0637\u0631\u064a\u0642 \u0636\u0628\u0637 \u0645\u0631\u0634\u062d\u0627\u062a\u0647\u0627 \u0648\u0623\u0648\u0632\u0627\u0646\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0646\u062a\u0634\u0627\u0631 \u0627\u0644\u0639\u0643\u0633\u064a\u060c \u0648\u0647\u064a \u0639\u0645\u0644\u064a\u0629 \u062a\u0642\u0644\u0644 \u0645\u0646 \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062a\u062f\u0631\u064a\u062c\u064a. \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062a\u0645\u0631\u064a\u0631\u0629 \u0644\u0644\u0623\u0645\u0627\u0645<\/strong>:\u064a\u062a\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0637\u0628\u0642\u0629 \u062a\u0644\u0648 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u062d\u0633\u0627\u0628 \u0627\u0644\u062e\u0633\u0627\u0631\u0629<\/strong>:\u062a\u0642\u064a\u0633 \u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0639\u0628\u0631 \u0627\u0644\u0625\u0646\u062a\u0631\u0648\u0628\u064a\u0627) \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0648\u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u0645\u0631\u064a\u0631\u0629 \u0644\u0644\u062e\u0644\u0641<\/strong>:\u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062e\u0633\u0627\u0631\u0629 \u0641\u064a\u0645\u0627 \u064a\u062a\u0639\u0644\u0642 \u0628\u0643\u0644 \u0645\u0639\u0644\u0645\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062d\u062f\u064a\u062b \u0627\u0644\u0648\u0632\u0646<\/strong>:\u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u062d\u0633\u0650\u0651\u0646\u0627\u062a \u0645\u062b\u0644 Adam \u0623\u0648 SGD (\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0645\u062a\u062f\u0631\u062c \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a) \u0639\u0644\u0649 \u0636\u0628\u0637 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0644\u062a\u0642\u0644\u064a\u0644 \u0627\u0644\u062e\u0633\u0627\u0631\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u0633\u062a\u0641\u064a\u062f \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062f\u0641\u0639\u064a (\u0644\u062a\u062b\u0628\u064a\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628) \u0648\u0627\u0644\u062a\u0633\u0631\u0628 (\u0644\u0645\u0646\u0639 \u0627\u0644\u0625\u0641\u0631\u0627\u0637 \u0641\u064a \u0627\u0644\u062a\u062c\u0647\u064a\u0632) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0634\u0628\u0643\u0627\u062a CNN<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0639\u0644\u0645 \u0628\u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629<\/strong>:\u064a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0645\u0646 \u0627\u0644\u0628\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0639\u0642\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u064a\u062f\u0648\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629<\/strong>:\u064a\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u063a\u0636 \u0627\u0644\u0646\u0638\u0631 \u0639\u0646 \u0645\u0648\u0642\u0639\u0647\u0627 \u0641\u064a \u0627\u0644\u0635\u0648\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a<\/strong>:\u064a\u062a\u0645 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u0631\u0634\u062d\u0627\u062a \u0641\u064a \u062c\u0645\u064a\u0639 \u0623\u0646\u062d\u0627\u0621 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0645\u0646 \u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>:\u064a\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0636\u0628\u0637 \u0627\u0644\u0639\u0645\u0642 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c ResNet-50 \u0645\u0642\u0627\u0628\u0644 ResNet-152).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062d\u062f\u0648\u062f \u0634\u0628\u0643\u0627\u062a CNN<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/strong>:\u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0639\u0645\u064a\u0642\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c VGG-16) \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u064a\u0629 \u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u062d\u062c\u0645 \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0627\u0644\u062b\u0627\u0628\u062a<\/strong>\u062a\u062a\u0637\u0644\u0628 \u0645\u0639\u0638\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u062f\u0642\u0629 \u0645\u0648\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u0642\u062f \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0627\u0641\u062a\u0642\u0627\u0631 \u0625\u0644\u0649 \u0627\u0644\u0648\u0639\u064a \u0627\u0644\u0645\u0643\u0627\u0646\u064a<\/strong>:\u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0623\u0648 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0628\u0639\u064a\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a<\/strong>:\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0648\u0631\u0627\u0645 \u0641\u064a \u0627\u0644\u0623\u0634\u0639\u0629 \u0627\u0644\u0633\u064a\u0646\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0628\u0627\u0644\u0631\u0646\u064a\u0646 \u0627\u0644\u0645\u063a\u0646\u0627\u0637\u064a\u0633\u064a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c LYNA \u0645\u0646 Google \u0644\u0633\u0631\u0637\u0627\u0646 \u0627\u0644\u062b\u062f\u064a).<\/li>\n\n\n\n<li><strong>Facial Recognition<\/strong>:\u062a\u0634\u063a\u064a\u0644 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u0645\u0627\u0646 \u0648\u0645\u0635\u0627\u062f\u0642\u0629 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c Apple Face ID).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629<\/strong>:\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0634\u0627\u0629 \u0648\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0648\u0631 \u0648\u0627\u0644\u0639\u0642\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n\n\n\n<li><strong>\u0632\u0631\u0627\u0639\u0629<\/strong>:\u0645\u0631\u0627\u0642\u0628\u0629 \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0639\u0628\u0631 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u0644\u062a\u0642\u0637\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0637\u0648\u0631 \u0648\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629<\/h3>\n\n\n\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0627\u0644\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0643\u0644\u0627\u0633\u064a\u0643\u064a\u0629 \u0645\u062b\u0644 LeNet-5 (1998) \u0648AlexNet (2012) \u0643\u0627\u0646\u062a \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062d\u062f\u062b \u062a\u062f\u0641\u0639 \u0627\u0644\u062d\u062f\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0629 \u0627\u0644\u0628\u062d\u0648\u062b<\/strong>:\u064a\u0642\u062f\u0645 \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0645\u062a\u0628\u0642\u064a\u0629 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0645\u064a\u0642\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 (\u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0637\u0628\u0642\u0629).<\/li>\n\n\n\n<li><strong>\u0625\u0646\u0633\u0628\u0634\u0646 \u0646\u062a<\/strong>:\u064a\u0633\u062a\u062e\u062f\u0645 \u0645\u0631\u0634\u062d\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u062f\u0627\u062e\u0644 \u0646\u0641\u0633 \u0627\u0644\u0637\u0628\u0642\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u0648\u0628\u0627\u064a\u0644 \u0646\u062a<\/strong>:\u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629\/\u0627\u0644\u062d\u0627\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0641\u0635\u0644 \u0639\u0644\u0649 \u0623\u0633\u0627\u0633 \u0627\u0644\u0639\u0645\u0642.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u0639\u0627\u062f\u062a \u0634\u0628\u0643\u0627\u062a CNN \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u062d\u064a\u062b \u062a\u0642\u062f\u0645 \u0645\u0632\u064a\u062c\u064b\u0627 \u0645\u0646 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641 \u0644\u0627 \u062a\u0636\u0627\u0647\u064a\u0647\u0627 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629. \u0648\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0641\u064a \u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0633\u062a\u0645\u0631 \u0641\u064a \u062a\u0648\u0633\u064a\u0639 \u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a. \u0645\u0646 \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0631\u0648\u0628\u0648\u062a\u0627\u062a\u060c \u062a\u0638\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0623\u062f\u0648\u0627\u062a \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0641\u064a \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u062b\u0628\u062a \u0623\u0646 \u0645\u062d\u0627\u0643\u0627\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0628\u064a\u0648\u0644\u0648\u062c\u064a\u0629 \u0644\u064a\u0633\u062a \u0645\u0645\u0643\u0646\u0629 \u0641\u062d\u0633\u0628 - \u0628\u0644 \u0625\u0646\u0647\u0627 \u062b\u0648\u0631\u064a\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1024x576.png\" alt=\"\" class=\"wp-image-173928\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1024x576.png 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-300x169.png 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-768x432.png 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-1536x864.png 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng-18x10.png 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/r-cnnpng.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 (\u0639\u0627\u0626\u0644\u0629 R-CNN): \u062f\u0642\u0629 \u0631\u0627\u0626\u062f\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a<\/h2>\n\n\n\n<p>\u0643\u0627\u0646 \u0627\u0644\u0633\u0639\u064a \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0622\u0644\u0627\u062a \u0644\u064a\u0633 \u0641\u0642\u0637 \u0645\u0646 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0648\u0644\u0643\u0646 \u0623\u064a\u0636\u064b\u0627 \u062a\u062d\u062f\u064a\u062f \u0648\u062a\u062d\u062f\u064a\u062f \u0647\u0648\u064a\u0629 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u062f\u0627\u062e\u0644\u0647\u0627 \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u0631\u0624\u064a\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631. \u0642\u0628\u0644 \u0638\u0647\u0648\u0631 \u0639\u0627\u0626\u0644\u0629 R-CNN\u060c \u0627\u0639\u062a\u0645\u062f\u062a \u0623\u0646\u0638\u0645\u0629 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0639\u0644\u0649 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u063a\u064a\u0631 \u0641\u0639\u0627\u0644\u0629 \u062a\u0639\u0627\u0645\u0644\u062a \u0645\u0639 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0642\u0639 \u0648\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0643\u0645\u0647\u0645\u062a\u064a\u0646 \u0645\u0646\u0641\u0635\u0644\u062a\u064a\u0646. \u0643\u0627\u0646\u062a \u0627\u0644\u0623\u0633\u0627\u0644\u064a\u0628 \u0627\u0644\u0645\u0628\u0643\u0631\u0629\u060c \u0645\u062b\u0644 \u0646\u0647\u062c \u0627\u0644\u0646\u0627\u0641\u0630\u0629 \u0627\u0644\u0645\u0646\u0632\u0644\u0642\u0629 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0644\u0628 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0647\u064a\u0633\u062a\u0648\u062c\u0631\u0627\u0645\u060c \u0628\u0627\u0647\u0638\u0629 \u0627\u0644\u062b\u0645\u0646 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0648\u0639\u0631\u0636\u0629 \u0644\u0644\u062e\u0637\u0623\u060c \u0648\u062a\u0643\u0627\u0641\u062d \u0645\u0639 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u062d\u062c\u0645 \u0627\u0644\u0643\u0627\u0626\u0646 \u0648\u0627\u062a\u062c\u0627\u0647\u0647 \u0648\u0627\u0646\u0633\u062f\u0627\u062f\u0647. \u0643\u0627\u0646 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 (R-CNNs) \u0641\u064a \u0639\u0627\u0645 2014 \u0628\u0645\u062b\u0627\u0628\u0629 \u062a\u062d\u0648\u0644 \u0646\u0645\u0648\u0630\u062c\u064a\u060c \u062d\u064a\u062b \u062c\u0645\u0639\u062a \u0628\u064a\u0646 \u0642\u0648\u0629 CNN \u0648\u0627\u0633\u062a\u0631\u0627\u062a\u064a\u062c\u064a\u0627\u062a \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0644\u062a\u062d\u0642\u064a\u0642 \u062f\u0642\u0629 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629. \u0623\u0639\u0627\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u0639\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a - R-CNN \u0648Fast R-CNN \u0648Faster R-CNN \u0648Mask R-CNN - \u062a\u0639\u0631\u064a\u0641 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u062f\u0642\u0629 \u0639\u0644\u0649 \u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u062d\u064a\u062b \u0642\u062f \u064a\u0624\u062f\u064a \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644 \u0625\u0644\u0649 \u0639\u0648\u0627\u0642\u0628 \u0648\u062e\u064a\u0645\u0629. \u062f\u0639\u0648\u0646\u0627 \u0646\u0633\u062a\u0643\u0634\u0641 \u062a\u0637\u0648\u0631\u0647\u0627 \u0648\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a\u0647\u0627 \u0648\u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0627\u0644\u062f\u0627\u0626\u0645.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0645\u0646 R-CNN \u0625\u0644\u0649 R-CNN \u0627\u0644\u0633\u0631\u064a\u0639<\/h3>\n\n\n\n<p>\u0628\u062f\u0623\u062a \u0631\u062d\u0644\u0629 \u0639\u0627\u0626\u0644\u0629 R-CNN \u0645\u0639 R-CNN \u0627\u0644\u0623\u0635\u0644\u064a\u060c \u0627\u0644\u0630\u064a \u0642\u062f\u0645 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u062c\u062f\u064a\u062f\u064b\u0627 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646: \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u0627\u0637\u0642\u060c \u062b\u0645 \u062a\u0635\u0646\u064a\u0641\u0647\u0627 \u0648\u062a\u062d\u0633\u064a\u0646\u0647\u0627.<\/p>\n\n\n\n<p>R-CNN (2014):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0642\u062a\u0631\u062d\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642\u0629<\/strong>:\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0626\u064a\u060c \u0648\u0647\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u0642\u0644\u064a\u062f\u064a\u0629\u060c \u0644\u0625\u0646\u0634\u0627\u0621 \u062d\u0648\u0627\u0644\u064a 2000 \u0645\u0646\u0637\u0642\u0629 \u0645\u0631\u0634\u062d\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062c\u0645\u064a\u0639 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0644\u0648\u0646 \u0648\u0627\u0644\u0645\u0644\u0645\u0633 \u0648\u0627\u0644\u0643\u062b\u0627\u0641\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a<\/strong>:\u062a\u0645 \u062a\u063a\u064a\u064a\u0631 \u062d\u062c\u0645 \u0643\u0644 \u0645\u0646\u0637\u0642\u0629 \u0648\u0625\u062f\u062e\u0627\u0644\u0647\u0627 \u0641\u064a \u0634\u0628\u0643\u0629 CNN \u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c AlexNet) \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631<\/strong>:\u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 SVMs\u060c \u0648\u062a\u0645 \u062a\u0639\u062f\u064a\u0644 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0639\u0628\u0631 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u062e\u0637\u064a.<\/li>\n<\/ul>\n\n\n\n<p>\u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647\u0627 \u0631\u0627\u0626\u062f\u0629\u060c \u0625\u0644\u0627 \u0623\u0646 \u0642\u0646\u0627\u0629 R-CNN \u0639\u0627\u0646\u062a \u0645\u0646 \u0639\u064a\u0648\u0628 \u0643\u0628\u064a\u0631\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0628\u0637\u0621 \u0634\u062f\u064a\u062f<\/strong>:\u0627\u0633\u062a\u063a\u0631\u0642\u062a \u0645\u0639\u0627\u0644\u062c\u0629 2000 \u0645\u0646\u0637\u0642\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629 \u062d\u0648\u0627\u0644\u064a 50 \u062b\u0627\u0646\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0632\u0627\u0626\u062f\u0629<\/strong>:\u062a\u0645\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0644 \u0645\u0646\u0637\u0642\u0629 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0642\u0644\u060c \u062f\u0648\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u064a\u0632\u0629 \u0645\u0634\u062a\u0631\u0643\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0642\u062f \u062a\u0646\u0627\u0648\u0644\u062a \u0634\u0628\u0643\u0629 R-CNN \u0627\u0644\u0633\u0631\u064a\u0639\u0629 (2015) \u0647\u0630\u0647 \u0627\u0644\u0642\u0636\u0627\u064a\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0628\u062a\u0643\u0627\u0631\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629<\/strong>:\u062a\u0645\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0628\u0623\u0643\u0645\u0644\u0647\u0627 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u0648\u0627\u0633\u0637\u0629 CNN \u0644\u062a\u0648\u0644\u064a\u062f \u062e\u0631\u064a\u0637\u0629 \u0645\u064a\u0632\u0627\u062a \u0645\u0648\u062d\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0644\u063a\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0645\u0643\u0631\u0631\u0629.<\/li>\n\n\n\n<li><strong>\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0639\u0627\u0626\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631<\/strong>:\u062a\u0645 \u062a\u0639\u064a\u064a\u0646 \u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 (RoIs) \u0639\u0644\u0649 \u062e\u0631\u064a\u0637\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u0645 \u0648\u062a\u062c\u0645\u064a\u0639\u0647\u0627 \u0641\u064a \u0645\u062a\u062c\u0647\u0627\u062a \u0630\u0627\u062a \u062d\u062c\u0645 \u062b\u0627\u0628\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0627\u0644.<\/li>\n<\/ul>\n\n\n\n<p>\u0646\u062a\u0627\u0626\u062c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0645\u0646 50 \u062b\u0627\u0646\u064a\u0629 \u0625\u0644\u0649 2 \u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629.<\/li>\n\n\n\n<li>\u0627\u0631\u062a\u0641\u0639 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 (mAP) \u0639\u0644\u0649 PASCAL VOC \u0645\u0646 58% \u0625\u0644\u0649 68%.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u062e\u062a\u0631\u0627\u0642\u0627\u062a: \u0634\u0628\u0643\u0629 R-CNN \u0623\u0633\u0631\u0639 \u0648\u0642\u0646\u0627\u0639 R-CNN<\/h3>\n\n\n\n<p>\u0648\u0642\u062f \u062c\u0627\u0621\u062a \u0627\u0644\u0642\u0641\u0632\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0644\u0639\u0627\u0626\u0644\u0629 R-CNN \u0645\u0639 Faster R-CNN (2016) \u0648Mask R-CNN (2017)\u060c \u0648\u0627\u0644\u062a\u064a \u062f\u0645\u062c\u062a \u062a\u0648\u0644\u064a\u062f \u0645\u0642\u062a\u0631\u062d\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0648\u062a\u0648\u0633\u0639\u062a \u0625\u0644\u0649 \u0645\u0647\u0627\u0645 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644.<\/p>\n\n\n\n<p>R-CNN \u0623\u0633\u0631\u0639:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0629 \u0627\u0642\u062a\u0631\u0627\u062d \u0627\u0644\u0645\u0646\u0637\u0642\u0629 (RPN)<\/strong>:\u0634\u0628\u0643\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u062d\u0644\u062a \u0645\u062d\u0644 \u0627\u0644\u0628\u062d\u062b \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0626\u064a. \u062a\u0646\u0628\u0623\u062a RPN \u0628\u062f\u0631\u062c\u0627\u062a &quot;\u0627\u0644\u0645\u0648\u0636\u0648\u0639\u064a\u0629&quot; \u0648\u062a\u0639\u062f\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u0631\u0633\u0627\u0629 (\u0627\u0644\u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0628\u0645\u0642\u0627\u064a\u064a\u0633\/\u0646\u0633\u0628 \u0623\u0628\u0639\u0627\u062f \u0645\u062a\u0639\u062f\u062f\u0629).<\/li>\n\n\n\n<li><strong>\u0647\u0646\u062f\u0633\u0629 \u0645\u0648\u062d\u062f\u0629<\/strong>:\u062a\u062a\u0634\u0627\u0631\u0643 \u0634\u0628\u0643\u0629 RPN \u0645\u064a\u0632\u0627\u062a \u0645\u0639 \u0634\u0628\u0643\u0629 \u0627\u0644\u0643\u0634\u0641 (Fast R-CNN)\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0627\u0645\u0644.<\/li>\n\n\n\n<li><strong>\u0623\u062f\u0627\u0621<\/strong>:\u062a\u0645 \u062a\u0642\u0644\u064a\u0644 \u0648\u0642\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0625\u0644\u0649 0.2 \u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629 \u0623\u062b\u0646\u0627\u0621 \u062a\u062d\u0642\u064a\u0642 73% mAP \u0639\u0644\u0649 PASCAL VOC.<\/li>\n<\/ul>\n\n\n\n<p>\u0642\u0646\u0627\u0639 R-CNN:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644<\/strong>:\u062a\u0645\u062a \u0625\u0636\u0627\u0641\u0629 \u0641\u0631\u0639 \u0645\u0648\u0627\u0632\u064d \u0644\u0640 Faster R-CNN \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0623\u0642\u0646\u0639\u0629 \u0627\u0644\u062b\u0646\u0627\u0626\u064a\u0629 \u0644\u0643\u0644 \u0645\u0646\u0637\u0642\u0629 \u0627\u0647\u062a\u0645\u0627\u0645\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a.<\/li>\n\n\n\n<li><strong>\u0645\u062d\u0627\u0630\u0627\u0629 \u0639\u0627\u0626\u062f \u0627\u0644\u0627\u0633\u062a\u062b\u0645\u0627\u0631<\/strong>:\u062a\u0645 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 \u062a\u062c\u0645\u0639 RoI \u0628\u0637\u0631\u064a\u0642\u0629 \u062f\u0642\u064a\u0642\u0629 \u062a\u0635\u0644 \u0625\u0644\u0649 \u062d\u062f \u0627\u0644\u0628\u0643\u0633\u0644 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u060c \u0648\u0647\u0648 \u0623\u0645\u0631 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062c\u0632\u0626\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0636\u0639\u0641<\/h3>\n\n\n\n<p>\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u062f\u0642\u0629 \u0644\u0627 \u0645\u062b\u064a\u0644 \u0644\u0647\u0627<\/strong>:\u064a\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0645\u0631\u062d\u0644\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c YOLO\u060c SSD) \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0630\u0627\u062a \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0646\u0648\u0639<\/strong>:\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0648\u0627\u0644\u0643\u0634\u0641 \u0648\u0627\u0644\u062a\u062c\u0632\u0626\u0629 \u0648\u062a\u0642\u062f\u064a\u0631 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u062e\u0635\u064a\u0635<\/strong>:\u064a\u0645\u0643\u0646 \u062a\u0628\u062f\u064a\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c ResNet\u060c VGG) \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u0644\u0642\u064a\u0648\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0646\u0641\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629<\/strong>:\u0625\u0646 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0630\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u062a\u064a\u0646 \u0623\u0628\u0637\u0623 \u0645\u0646 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0630\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u062a\u064a\u0646 YOLO \u0623\u0648 SSD\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0642\u0644 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u062a\u062f\u0631\u064a\u0628<\/strong>:\u064a\u062a\u0637\u0644\u0628 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0645\u064f\u0633\u0645\u0651\u0627\u0629 \u0648\u0636\u0628\u0637\u064b\u0627 \u062f\u0642\u064a\u0642\u064b\u0627 \u0644\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0641\u0627\u0626\u0642\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0645\u0642\u0627\u064a\u064a\u0633 \u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0645\u0631\u0633\u0627\u0629).<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u0639\u0627\u0626\u0644\u0629 R-CNN \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u062b\u0628\u0627\u062a \u0623\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u062a\u0639\u0627\u064a\u0634\u0627. \u0648\u0641\u064a \u062d\u064a\u0646 \u062a\u0639\u0637\u064a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u062b\u0644 YOLOv8 \u0623\u0648 DETR \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0628\u0633\u0627\u0637\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0628\u0627\u062f\u0626 \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u062a\u0647\u0627 R-CNN \u062a\u0638\u0644 \u0623\u0633\u0627\u0633\u064a\u0629. \u0644\u0627 \u062a\u0632\u0627\u0644 R-CNN \u0627\u0644\u0623\u0633\u0631\u0639 \u0648\u0642\u0646\u0627\u0639 R-CNN \u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0641\u064a \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u064a \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u0645\u0633\u0627\u0648\u0645\u0629 \u0641\u064a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062f\u0642\u0629 - \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a\u060c \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629. \u0625\u0646 \u0646\u0647\u062c\u0647\u0627 \u0627\u0644\u0645\u0643\u0648\u0646 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646\u060c \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0643\u0648\u0646\u0647 \u0645\u0643\u062b\u0641\u064b\u0627 \u062d\u0633\u0627\u0628\u064a\u064b\u0627\u060c \u064a\u0636\u0639 \u0645\u0639\u064a\u0627\u0631\u064b\u0627 \u0644\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0648\u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0641\u064a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u0648\u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0633\u062a\u0645\u0631 \u0625\u0631\u062b \u0639\u0627\u0626\u0644\u0629 R-CNN\u060c \u0645\u0645\u0627 \u064a\u0630\u0643\u0631\u0646\u0627 \u0623\u0646\u0647 \u0641\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u062d\u064a\u0627\u0646\u060c \u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0623\u0643\u0628\u0631\u060c \u064a\u062c\u0628 \u0639\u0644\u0649 \u0627\u0644\u0622\u0644\u0627\u062a \u0623\u0648\u0644\u0627\u064b \u0623\u0646 \u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u062a\u0641\u0627\u0635\u064a\u0644.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img decoding=\"async\" width=\"744\" height=\"400\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once.jpg\" alt=\"\" class=\"wp-image-173930\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once.jpg 744w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once-300x161.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/You-Only-Look-Once-18x10.jpg 18w\" sizes=\"(max-width: 744px) 100vw, 744px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">YOLO (You Only Look Once): \u062b\u0648\u0631\u0629 \u0641\u064a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0627\u0631\u062a\u0641\u0639 \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a - \u062d\u064a\u062b \u0627\u0644\u0633\u0631\u0639\u0629 \u0645\u0647\u0645\u0629 \u0628\u0642\u062f\u0631 \u0627\u0644\u062f\u0642\u0629 - \u0645\u0639 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u064a\u0629 \u0648\u0627\u0644\u0648\u0627\u0642\u0639 \u0627\u0644\u0645\u0639\u0632\u0632. \u0642\u0628\u0644 \u0638\u0647\u0648\u0631 YOLO \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0641\u064a \u0639\u0627\u0645 2016\u060c \u0623\u0639\u0637\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0645\u062b\u0644 Faster R-CNN \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u062f\u0642\u0629 \u0648\u0644\u0643\u0646\u0647\u0627 \u062a\u0639\u0645\u0644 \u0628\u0633\u0631\u0639\u0629 \u0628\u0637\u064a\u0626\u0629 \u062a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 0.2 \u0648 2 \u062b\u0627\u0646\u064a\u0629 \u0644\u0643\u0644 \u0635\u0648\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u063a\u064a\u0631 \u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a. \u0623\u062f\u062e\u0644 YOLO (You Only Look Once)\u060c \u0648\u0647\u0648 \u0643\u0627\u0634\u0641 \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0631\u0627\u0626\u062f \u0623\u0639\u0627\u062f \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u062c\u0627\u0644 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0648\u062a\u062d\u0642\u064a\u0642 \u0633\u0631\u0639\u0629 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629 \u062f\u0648\u0646 \u0627\u0644\u062a\u0636\u062d\u064a\u0629 \u0628\u0627\u0644\u062f\u0642\u0629. \u0637\u0648\u0631 \u062c\u0648\u0632\u064a\u0641 \u0631\u064a\u062f\u0645\u0648\u0646 \u0648\u0639\u0644\u064a \u0641\u0631\u0647\u0627\u062f\u064a \u0641\u0644\u0633\u0641\u0629 &quot;\u0627\u0644\u0646\u0638\u0631 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629&quot; \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 YOLO\u060c \u0648\u0627\u0644\u062a\u064a \u062d\u0648\u0644\u062a \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0623\u062c\u0633\u0627\u0645 \u0645\u0646 \u0644\u063a\u0632 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0625\u0644\u0649 \u0639\u0645\u0644\u064a\u0629 \u0645\u0648\u062d\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u062f\u0627\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0647\u0627\u064a\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0643\u0634\u0641 \u0643\u0645\u0634\u0643\u0644\u0629 \u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0642\u0636\u062a YOLO \u0639\u0644\u0649 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u0645\u0642\u062a\u0631\u062d\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642\u0629\u060c \u0645\u0645\u0627 \u0642\u0644\u0644 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062d\u0633\u0627\u0628 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062a\u0646\u0627\u0641\u0633\u064a. \u064a\u0633\u062a\u0643\u0634\u0641 \u0647\u0630\u0627 \u0627\u0644\u0642\u0633\u0645 \u0628\u0646\u064a\u0629 YOLO \u0648\u062a\u0637\u0648\u0631\u0647\u0627 \u0648\u062a\u0623\u062b\u064a\u0631\u0647\u0627 \u0627\u0644\u062f\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0647\u0645 \u0641\u064a\u0647\u0627 \u0627\u0644\u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629: \u0643\u064a\u0641 \u064a\u062d\u0642\u0642 YOLO \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u0628\u0633\u0627\u0637\u0629<\/h3>\n\n\n\n<p>\u062a\u0643\u0645\u0646 \u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a YOLO \u0641\u064a \u0646\u0647\u062c\u0647\u0627 \u0627\u0644\u0645\u0628\u0633\u0637 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a. \u0648\u0625\u0644\u064a\u0643 \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644\u0647\u0627:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u0642\u0633\u0645 \u0627\u0644\u0634\u0628\u0643\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062a\u0645 \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0645\u062f\u062e\u0644\u0629 \u0625\u0644\u0649 \u0634\u0628\u0643\u0629 S\u00d7S (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c 7\u00d77 \u0641\u064a YOLOv1). \u062a\u062a\u0646\u0628\u0623 \u0643\u0644 \u062e\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0628\u0635\u0646\u0627\u062f\u064a\u0642 \u062d\u062f\u0648\u062f\u064a\u0629 B \u0648\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u062b\u0642\u0629 \u0627\u0644\u0645\u0631\u062a\u0628\u0637\u0629 \u0628\u0647\u0627 (\u0627\u062d\u062a\u0645\u0627\u0644 \u0627\u062d\u062a\u0648\u0627\u0621 \u0627\u0644\u0635\u0646\u062f\u0648\u0642 \u0639\u0644\u0649 \u0643\u0627\u0626\u0646 \u00d7 IoU \u0645\u0639 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629).<\/li>\n\n\n\n<li>\u064a\u062d\u062a\u0648\u064a \u0643\u0644 \u0645\u0631\u0628\u0639 \u062d\u062f\u0648\u062f \u0639\u0644\u0649 5 \u0645\u0639\u0644\u0645\u0627\u062a: <em>\u0633\u060c \u0635<\/em> (\u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0643\u0632)\u060c \u0627\u0644\u0639\u0631\u0636\u060c \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639\u060c \u0648\u0627\u0644\u062b\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u062a\u0646\u0628\u0624 \u0627\u0644\u0645\u0648\u062d\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0639\u0644\u0649 \u0639\u0643\u0633 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0634\u0641 \u0630\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u062a\u064a\u0646\u060c \u064a\u062a\u0646\u0628\u0623 YOLO \u0628\u0627\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0648\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u0626\u0629 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0623\u0645\u0627\u0645\u064a\u0629 \u0648\u0627\u062d\u062f\u0629.<\/li>\n\n\n\n<li>\u062a\u062a\u0646\u0628\u0623 \u0643\u0644 \u062e\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0634\u0628\u0643\u0629 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a \u0627\u0644\u0641\u0626\u0629 C (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c &quot;\u0633\u064a\u0627\u0631\u0629&quot;\u060c &quot;\u0634\u062e\u0635&quot;)\u060c \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629 \u0628\u064a\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0641\u064a \u062a\u0644\u0643 \u0627\u0644\u062e\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u062f\u0627\u0644\u0629 \u0627\u0644\u062e\u0633\u0627\u0631\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u062c\u0645\u0639 \u0628\u064a\u0646 \u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0648\u0637\u064a\u0646 (\u0623\u062e\u0637\u0627\u0621 \u0641\u064a \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0627\u0644\u0645\u0631\u0628\u0639)\u060c \u0648\u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062b\u0642\u0629 (\u0648\u062c\u0648\u062f \u0627\u0644\u0643\u0627\u0626\u0646)\u060c \u0648\u0641\u0642\u062f\u0627\u0646 \u0627\u0644\u062a\u0635\u0646\u064a\u0641 (\u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0627\u0644\u0641\u0626\u0629).<\/li>\n\n\n\n<li>\u064a\u0633\u062a\u062e\u062f\u0645 \u062e\u0637\u0623 \u0627\u0644\u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u062a\u0631\u0628\u064a\u0639\u064a\u060c \u0645\u0645\u0627 \u064a\u0639\u0637\u064a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u062f\u0642\u0629 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0627\u0642\u0639 \u0644\u0644\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0643\u0627\u0626\u0646\u0627\u062a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0645\u0631\u062d\u0644\u0629 \u0645\u0627 \u0628\u0639\u062f \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u064a\u0642\u0648\u0645 \u0627\u0644\u0642\u0645\u0639 \u063a\u064a\u0631 \u0627\u0644\u0623\u0642\u0635\u0649 (NMS) \u0628\u062f\u0645\u062c \u0627\u0644\u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0627\u062e\u0644\u0629\u060c \u0645\u0639 \u0627\u0644\u0627\u062d\u062a\u0641\u0627\u0638 \u0641\u0642\u0637 \u0628\u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u062b\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0643\u0651\u0646 \u0647\u0630\u0627 \u0627\u0644\u0628\u0646\u0627\u0621 YOLOv1 \u0645\u0646 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0635\u0648\u0631 \u0628\u0633\u0631\u0639\u0629 45 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0640 5 \u0625\u0637\u0627\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u064a Faster R-CNN)\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 \u0627\u0644\u0643\u0634\u0641 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u0645\u0643\u0646\u064b\u0627 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u062a\u0637\u0648\u0631 YOLO: \u0645\u0646 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 1 \u0625\u0644\u0649 \u0627\u0644\u0625\u0635\u062f\u0627\u0631 8 \u0648\u0645\u0627 \u0628\u0639\u062f\u0647<\/h3>\n\n\n\n<p>\u0645\u0646\u0630 \u0639\u0627\u0645 2016\u060c \u062e\u0636\u0639 YOLO \u0644\u062a\u062d\u0633\u064a\u0646\u0627\u062a \u0645\u062a\u0643\u0631\u0631\u0629\u060c \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u062a\u0646\u0648\u0639:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv1 (2016)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0643\u0627\u0646 \u0631\u0627\u0626\u062f\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0648\u0644\u0643\u0646\u0647 \u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u062f\u0642\u0629 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0648\u0642\u0639.<\/li>\n\n\n\n<li>\u064a\u0642\u062a\u0635\u0631 \u0639\u0644\u0649 \u0634\u0628\u0643\u0627\u062a 7\u00d77 \u06482 \u0645\u0631\u0628\u0639\u0627\u062a \u0645\u062d\u064a\u0637\u0629 \u0644\u0643\u0644 \u062e\u0644\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv2 (2017)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0645\u0631\u0628\u0639\u0627\u062a \u0627\u0644\u0645\u0631\u0633\u0627\u0629 (\u0623\u0634\u0643\u0627\u0644 \u0645\u0631\u0628\u0639\u0627\u062a \u0645\u062d\u064a\u0637\u0629 \u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627) \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0646\u0633\u0628\u0629 \u0627\u0644\u0639\u0631\u0636 \u0625\u0644\u0649 \u0627\u0644\u0627\u0631\u062a\u0641\u0627\u0639.<\/li>\n\n\n\n<li>\u062a\u0645\u062a \u0625\u0636\u0627\u0641\u0629 \u062a\u0637\u0628\u064a\u0639 \u0627\u0644\u062f\u0641\u0639\u0627\u062a \u0648\u0645\u062f\u062e\u0644\u0627\u062a \u0630\u0627\u062a \u062f\u0642\u0629 \u0623\u0639\u0644\u0649\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 mAP \u0645\u0646 63.4% \u0625\u0644\u0649 78.6% \u0639\u0644\u0649 PASCAL VOC.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv3 (2018)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u0627\u0639\u062a\u0645\u0627\u062f \u0625\u0637\u0627\u0631 \u062a\u0646\u0628\u0624 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0645\u0639 \u062b\u0644\u0627\u062b\u0629 \u0631\u0624\u0648\u0633 \u0643\u0634\u0641 (\u0644\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0648\u0627\u0644\u0645\u062a\u0648\u0633\u0637\u0629 \u0648\u0627\u0644\u0643\u0628\u064a\u0631\u0629).<\/li>\n\n\n\n<li>\u062a\u0645 \u0627\u0633\u062a\u0628\u062f\u0627\u0644 Softmax \u0628\u0645\u0635\u0646\u0641\u0627\u062a \u0644\u0648\u062c\u0633\u062a\u064a\u0629 \u0645\u0633\u062a\u0642\u0644\u0629 \u0644\u062f\u0639\u0645 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv4 (2020)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062d\u0642\u064a\u0628\u0629 \u0645\u062a\u0643\u0627\u0645\u0644\u0629 \u0645\u0646 \u0627\u0644\u0647\u062f\u0627\u064a\u0627 \u0627\u0644\u0645\u062c\u0627\u0646\u064a\u0629 (\u062d\u064a\u0644 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u062b\u0644 \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0641\u0633\u064a\u0641\u0633\u0627\u0621) \u0648\u062d\u0642\u064a\u0628\u0629 \u0645\u0646 \u0627\u0644\u0647\u062f\u0627\u064a\u0627 \u0627\u0644\u062e\u0627\u0635\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0646\u0634\u064a\u0637 Mish\u060c \u0648\u0641\u0642\u062f\u0627\u0646 CIoU).<\/li>\n\n\n\n<li>\u062a\u0645 \u062a\u062d\u0642\u064a\u0642 65 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0646\u062f 43.5% AP \u0639\u0644\u0649 COCO.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv5 (2020)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0646\u0641\u064a\u0630 \u063a\u064a\u0631 \u0631\u0633\u0645\u064a \u0644\u0640 PyTorch \u0645\u0639 \u0628\u0646\u064a\u0629 \u0645\u0628\u0633\u0637\u0629 \u0648\u0636\u0628\u0637 \u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0644\u0645\u0631\u0633\u0627\u0629.<\/li>\n\n\n\n<li>\u0631\u0643\u0632 \u0639\u0644\u0649 \u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0646\u0634\u0631 \u0648\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u0646\u0627\u0639\u064a.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv6 (2022) \u0648YOLOv7 (2022)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u062d\u0633\u064a\u0646\u0647 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0645\u0639 \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0627\u0644\u0645\u0639\u0627\u062f \u062a\u062d\u062f\u064a\u062f \u0645\u0639\u0644\u0645\u0627\u062a\u0647 \u0648\u062a\u0639\u064a\u064a\u0646 \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a\u0629.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">YOLOv8 (2023)<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0628\u062f\u0648\u0646 \u0645\u0631\u0633\u0627\u0629 \u0648\u0642\u062f\u0631\u0627\u062a \u062a\u0642\u0633\u064a\u0645 \u0627\u0644\u0645\u062b\u064a\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0641\u064a \u0625\u0635\u062f\u0627\u0631\u0627\u062a YOLO<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0635\u0646\u0627\u062f\u064a\u0642 \u0627\u0644\u0645\u0631\u0633\u0627\u0629<\/strong>:\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u0634\u0643\u0627\u0644 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629 (YOLOv2).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0646\u0628\u0624 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633<\/strong>:\u062a\u0645 \u0627\u0643\u062a\u0634\u0627\u0641 \u0623\u062c\u0633\u0627\u0645 \u0628\u0623\u062d\u062c\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629 \u0639\u0628\u0631 \u062e\u0631\u0627\u0626\u0637 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 (YOLOv3).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0630\u0627\u062a\u064a<\/strong>:\u062a\u0645 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0646\u0641\u0629 \u0644\u0644\u062a\u0639\u0644\u0645 \u0634\u0628\u0647 \u0627\u0644\u062e\u0627\u0636\u0639 \u0644\u0644\u0625\u0634\u0631\u0627\u0641 (YOLOv7).<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0643\u0634\u0641 \u0628\u062f\u0648\u0646 \u0645\u0631\u0633\u0627\u0629<\/strong>:\u0647\u0646\u062f\u0633\u0629 \u0645\u0628\u0633\u0637\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0645\u0631\u0627\u0633\u064a \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 (YOLOv8).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0648\u0627\u0644\u0636\u0639\u0641<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0645\u0630\u0647\u0644\u0629<\/strong>:\u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u062a\u062f\u0641\u0642\u0627\u062a \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0628\u0645\u0639\u062f\u0644 30\u2013150 \u0625\u0637\u0627\u0631\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0647\u064a \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/li>\n\n\n\n<li><strong>\u0628\u0633\u0627\u0637\u0629<\/strong>:\u064a\u0639\u0645\u0644 \u062e\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0623\u062d\u0627\u062f\u064a \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0639\u0644\u0649 \u062a\u0642\u0644\u064a\u0644 \u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0646\u0634\u0631.<\/li>\n\n\n\n<li><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639<\/strong>:\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0643\u064a\u0641 \u0645\u0639 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 (\u0645\u062b\u0644 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0648\u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0645\u062b\u0644 YOLO-Nano.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u0627\u0644\u0642\u064a\u0648\u062f<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0642\u0627\u064a\u0636\u0627\u062a \u0627\u0644\u062f\u0642\u0629<\/strong>:\u064a\u0648\u0627\u062c\u0647 \u0635\u0639\u0648\u0628\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629 \u0623\u0648 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a \u0627\u0644\u0645\u0631\u062d\u0644\u062a\u064a\u0646.<\/li>\n\n\n\n<li><strong>\u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u062a\u0648\u0637\u064a\u0646<\/strong>:\u0643\u0627\u0646\u062a \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0628\u0643\u0631\u0629 \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0646\u062a\u0627\u0626\u062c \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u062e\u0627\u0637\u0626\u0629 \u0623\u0643\u062b\u0631 \u0641\u064a \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u0644\u0642\u062f \u062c\u0639\u0644\u062a YOLO \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0634\u064a\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0623\u0645\u0631\u064b\u0627 \u062f\u064a\u0645\u0642\u0631\u0627\u0637\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062b\u0628\u062a \u0623\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0644\u0627 \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646\u0627 \u0645\u062a\u0639\u0627\u0631\u0636\u064a\u0646. \u0648\u0641\u064a \u062d\u064a\u0646 \u062a\u062a\u062d\u062f\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062b\u0644 DETR (\u0645\u062d\u0648\u0644 \u0627\u0644\u0643\u0634\u0641) \u0647\u064a\u0645\u0646\u062a\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0622\u0644\u064a\u0627\u062a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u060c \u0641\u0625\u0646 \u0628\u0633\u0627\u0637\u0629 YOLO \u0648\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u062a\u062c\u0639\u0644\u0647\u0627 \u0641\u064a \u0637\u0644\u064a\u0639\u0629 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0641\u0648\u0631\u064a\u0629. \u0648\u0642\u062f \u062a\u062f\u0645\u062c \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0623\u0648 \u062a\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0623\u0648 \u062a\u062a\u0628\u0646\u0649 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0642\u064a\u0648\u062f \u0627\u0644\u062d\u0627\u0644\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0641\u0644\u0633\u0641\u0629 YOLO \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 - \u0627\u0646\u0638\u0631 \u0645\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u062a\u0635\u0631\u0641 \u0628\u0633\u0631\u0639\u0629 - \u0633\u062a\u0638\u0644 \u0645\u0628\u062f\u0623\u064b \u062a\u0648\u062c\u064a\u0647\u064a\u064b\u0627 \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0625\u0639\u0627\u062f\u0629 \u062a\u0634\u0643\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u0625\u062f\u0631\u0627\u0643 \u0627\u0644\u0622\u0644\u0627\u062a \u0644\u0644\u0639\u0627\u0644\u0645.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"237\" height=\"40\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\u0641\u0644\u0627\u064a \u0628\u064a\u0643\u0633 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\" class=\"wp-image-156767\" style=\"width:840px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0643\u064a\u0641 \u0646\u0633\u062a\u0641\u064a\u062f \u0645\u0646 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a Flypix<\/h2>\n\n\n\n<p>\u0641\u064a <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0641\u0644\u0627\u064a\u0628\u064a\u0643\u0633<\/a>\u0646\u062d\u0646 \u0646\u0633\u062a\u063a\u0644 \u0642\u0648\u0629 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 CNNs \u0648YOLO \u0648\u0645\u062a\u063a\u064a\u0631\u0627\u062a R-CNN \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0648\u0627\u0644\u062c\u0648\u064a\u0629 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630. \u062a\u062c\u0645\u0639 \u0645\u0646\u0635\u062a\u0646\u0627 \u0628\u064a\u0646 \u062f\u0642\u0629 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629 \u0648\u0633\u0631\u0639\u0629 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0623\u062d\u0627\u062f\u064a\u0629 \u0627\u0644\u0645\u0631\u062d\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0635\u0646\u0627\u0639\u0627\u062a \u062a\u062d\u0644\u064a\u0644 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 - \u0645\u0646 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0625\u0644\u0649 \u0644\u0642\u0637\u0627\u062a \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 - \u0628\u0643\u0641\u0627\u0621\u0629 \u063a\u064a\u0631 \u0645\u0633\u0628\u0648\u0642\u0629. \u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0639\u0627\u0644\u062c \u062a\u062d\u062f\u064a\u0627\u062a \u0645\u062b\u0644 \u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0648\u062a\u0635\u0646\u064a\u0641 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u0631\u0627\u0636\u064a \u0648\u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0634\u0630\u0648\u0630\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u062a\u062a\u0643\u064a\u0641 \u062d\u0644\u0648\u0644\u0646\u0627 \u0645\u0639 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062e\u0627\u0637\u0631 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u0627\u0633\u062a\u062c\u0627\u0628\u0629 \u0644\u0644\u0643\u0648\u0627\u0631\u062b) \u0648\u0627\u0644\u0641\u062d\u0648\u0635\u0627\u062a \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0627\u0644\u0631\u0648\u062a\u064a\u0646\u064a\u0629.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0646\u0647\u062c\u0646\u0627 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0629 R-CNN \u0623\u0633\u0631\u0639<\/strong>:\u0646\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u062a\u0642\u0646\u064a\u0629 \u0644\u062a\u062d\u062f\u064a\u062f \u0645\u0648\u0642\u0639 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0641\u064a \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629\u060c \u0648\u062a\u062d\u062f\u064a\u062f \u062a\u063a\u064a\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0623\u0648 \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0628\u062f\u0642\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644.<\/li>\n\n\n\n<li><strong>\u0645\u062a\u063a\u064a\u0631\u0627\u062a YOLO<\/strong>:\u062a\u0645 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0633\u0631\u0639\u0629\u060c \u0648\u0646\u062d\u0646 \u0646\u0633\u062a\u062e\u062f\u0645 \u0647\u064a\u0627\u0643\u0644 YOLO \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u062a\u0634\u063a\u064a\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631 \u0627\u0644\u0645\u0628\u0627\u0634\u0631\u0629\u060c \u0648\u062a\u062a\u0628\u0639 \u0627\u0644\u0623\u0635\u0648\u0644 \u0627\u0644\u0645\u062a\u062d\u0631\u0643\u0629 \u0623\u0648 \u0645\u0631\u0627\u0642\u0628\u0629 \u062a\u0642\u062f\u0645 \u0627\u0644\u0628\u0646\u0627\u0621 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0647\u062c\u064a\u0646\u0629<\/strong>:\u062a\u062f\u0639\u0645 \u0647\u064a\u0627\u0643\u0644 CNN \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0644\u062f\u064a\u0646\u0627\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u0646\u0641\u064a\u0630 \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644 \u0623\u0648 \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0637\u064a\u0627\u0641.<\/li>\n<\/ul>\n\n\n\n<p>\u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0647\u0630\u0647 \u0627\u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0633\u062f \u0627\u0644\u0641\u062c\u0648\u0629 \u0628\u064a\u0646 \u0627\u0644\u0623\u0628\u062d\u0627\u062b \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u062b\u0628\u062a \u0623\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0644\u0627 \u064a\u0643\u0645\u0646 \u0641\u064a \u0627\u062e\u062a\u064a\u0627\u0631 \u0646\u0645\u0648\u0630\u062c \u0648\u0627\u062d\u062f\u060c \u0628\u0644 \u0641\u064a \u062f\u0645\u062c \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0628\u0630\u0643\u0627\u0621.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/h2>\n\n\n\n<p>\u0644\u0642\u062f \u0623\u062d\u062f\u062b\u062a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0645\u062b\u0644 CNN \u0648R-CNN \u0648YOLO \u062b\u0648\u0631\u0629 \u0641\u064a \u0643\u064a\u0641\u064a\u0629 \u062a\u0641\u0633\u064a\u0631 \u0627\u0644\u0622\u0644\u0627\u062a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0645\u0646 \u062a\u0634\u062e\u064a\u0635\u0627\u062a \u0627\u0644\u0631\u0639\u0627\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629. \u0641\u064a \u062d\u064a\u0646 \u0623\u0631\u0633\u062a CNN \u0627\u0644\u0623\u0633\u0627\u0633 \u0628\u062a\u0639\u0644\u0645\u0647\u0627 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629\u060c \u0623\u0639\u0637\u062a \u0639\u0627\u0626\u0644\u0629 R-CNN \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u062f\u0642\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u0642\u0627\u0626\u0645 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0637\u0642\u0629\u060c \u0648\u0623\u0639\u0627\u062f\u062a YOLO \u062a\u0639\u0631\u064a\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0628\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u0627\u0644\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0627\u062d\u062f. \u062a\u0639\u0627\u0644\u062c \u0643\u0644 \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0629 \u062a\u062d\u062f\u064a\u0627\u062a \u0641\u0631\u064a\u062f\u0629 - \u0645\u0648\u0627\u0632\u0646\u0629 \u0627\u0644\u0633\u0631\u0639\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639 - \u0644\u062a\u0644\u0628\u064a\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629\u060c \u0645\u0646 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062d\u064a\u0629.<\/p>\n\n\n\n<p>\u0648\u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627\u060c \u0641\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u064a\u0643\u0645\u0646 \u0641\u064a \u062f\u0645\u062c \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c. \u0648\u0645\u0646 \u0634\u0623\u0646 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0628\u0646\u064a\u0627\u062a \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c YOLO-Nano)\u060c \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a\u060c \u0648\u0623\u0637\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0623\u0646 \u062a\u0639\u0632\u0632 \u0627\u0644\u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u0643\u064a\u0641\u060c \u0648\u062a\u0642\u0644\u0644 \u0645\u0646 \u0627\u0644\u062a\u0643\u0627\u0644\u064a\u0641 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0648\u062a\u062e\u0641\u0641 \u0645\u0646 \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a. \u0648\u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0645\u0637\u0627\u0641\u060c \u0644\u0627 \u062a\u0639\u062f \u0647\u0630\u0647 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\u0645\u0646 \u0627\u0644\u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0637\u0628\u064a \u0625\u0644\u0649 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116932154\"><strong class=\"schema-faq-question\"><strong>2. \u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0646 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0639\u0644\u0649 \u0639\u0643\u0633 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u064a\u0632\u0627\u062a \u0645\u0635\u0645\u0645\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 (\u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0623\u0648 \u0627\u0644\u0642\u0648\u0627\u0645)\u060c \u062a\u062a\u0639\u0644\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0645\u0646 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0643\u0633\u0644 \u0627\u0644\u062e\u0627\u0645 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u0631\u062c\u0629 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639 \u0648\u0627\u0644\u062a\u0646\u0634\u064a\u0637\u0627\u062a \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u0643\u062b\u0631 \u0642\u0648\u0629 \u0641\u064a \u0645\u0648\u0627\u062c\u0647\u0629 \u0627\u0644\u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0648\u0627\u0644\u0625\u0636\u0627\u0621\u0629 \u0648\u0627\u0644\u062a\u0648\u062c\u064a\u0647.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116949131\"><strong class=\"schema-faq-question\"><strong>3. \u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u062f YOLO \u0623\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 R-CNN\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u0639\u0627\u0644\u062c YOLO \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u062a\u0645\u0631\u064a\u0631\u0629 \u0648\u0627\u062d\u062f\u0629\u060c \u0648\u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0627\u0643\u062a\u0634\u0627\u0641 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647 \u0645\u0634\u0643\u0644\u0629 \u0627\u0646\u062d\u062f\u0627\u0631\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0633\u062a\u062e\u062f\u0645 \u0645\u062a\u063a\u064a\u0631\u0627\u062a R-CNN \u0646\u0647\u062c\u064b\u0627 \u0645\u0646 \u0645\u0631\u062d\u0644\u062a\u064a\u0646 (\u0627\u0642\u062a\u0631\u0627\u062d\u0627\u062a \u0627\u0644\u0645\u0646\u0637\u0642\u0629 + \u0627\u0644\u062a\u0635\u0646\u064a\u0641). \u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0634\u0628\u0643\u0629 \u0641\u064a YOLO \u0639\u0644\u0649 \u0627\u0644\u062a\u062e\u0644\u0635 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062e\u0637\u0648\u0627\u062a \u0627\u0642\u062a\u0631\u0627\u062d \u0645\u0646\u0637\u0642\u0629 \u0645\u0646\u0641\u0635\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0645\u0646 \u0648\u0642\u062a \u0627\u0644\u062d\u0633\u0627\u0628.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116965069\"><strong class=\"schema-faq-question\"><strong>4. \u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0645\u064a\u0632 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a (\u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0623\u0648\u0631\u0627\u0645)\u060c \u0648\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u060c \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0632\u0631\u0627\u0639\u064a\u0629 (\u062a\u062d\u0644\u064a\u0644 \u0635\u062d\u0629 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644)\u060c \u0648\u0648\u0636\u0639 \u0627\u0644\u0639\u0644\u0627\u0645\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631. \u0643\u0645\u0627 \u0623\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u062a\u0639\u0644\u0645 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0628\u0635\u0631\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739116978962\"><strong class=\"schema-faq-question\"><strong>5. \u0645\u062a\u0649 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Faster R-CNN \u0628\u062f\u0644\u0627\u064b \u0645\u0646 YOLO\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u064a\u064f\u0639\u062f \u0646\u0638\u0627\u0645 R-CNN \u0627\u0644\u0623\u0633\u0631\u0639 \u0647\u0648 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0643\u0634\u0641 \u0627\u0644\u062a\u0641\u0635\u064a\u0644\u064a \u0639\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0645\u0634\u0627\u0647\u062f \u0627\u0644\u0645\u0632\u062f\u062d\u0645\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u062d\u0644\u064a\u0644 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629)\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u064f\u0639\u062f \u0646\u0638\u0627\u0645 YOLO \u0623\u0643\u062b\u0631 \u0645\u0644\u0627\u0621\u0645\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0645\u062b\u0644 \u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0623\u0648 \u0627\u0644\u0645\u0631\u0643\u0628\u0627\u062a \u0630\u0627\u062a\u064a\u0629 \u0627\u0644\u0642\u064a\u0627\u062f\u0629 \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u0633\u0631\u0639\u0629 \u0647\u064a \u0627\u0644\u0623\u0647\u0645.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739117001768\"><strong class=\"schema-faq-question\"><strong>6. \u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u0629 \u0646\u0645\u0627\u0630\u062c \u062e\u0641\u064a\u0641\u0629 \u0627\u0644\u0648\u0632\u0646 \u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u062d\u0627\u0641\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c YOLO-Nano)\u060c \u0648\u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a (Vision Transformers) \u0644\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u060c \u0648\u0623\u0637\u0631 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0623\u062e\u0644\u0627\u0642\u064a\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062d\u064a\u0632\u0627\u062a \u0641\u064a \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0643\u0645\u0627 \u062a\u0643\u062a\u0633\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0645\u0639 \u0628\u064a\u0646 CNN \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0632\u062e\u0645\u064b\u0627.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Image recognition algorithms like CNN, R-CNN, and YOLO have revolutionized computer vision, enabling machines to interpret visual data with human-like accuracy. This guide explains how these algorithms work, their strengths, real-world applications, and how to select the best one for your project. Traditional Methods vs. Deep Learning: The Evolution of Image Recognition Before the advent [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173923,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173920","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Image Recognition Algorithms: CNN, R-CNN, YOLO Explained<\/title>\n<meta name=\"description\" content=\"Explore CNN, R-CNN, YOLO, and other image recognition algorithms. 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They power applications from medical diagnostics to autonomous driving.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116932154","position":2,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116932154","name":"2. \u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0646 \u0637\u0631\u0642 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Unlike traditional methods that rely on manually designed features (e.g., edges or textures), CNNs automatically learn hierarchical features directly from raw pixel data through convolutional layers, pooling, and non-linear activations. This makes them more robust to variations in scale, lighting, and orientation.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116949131","position":3,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116949131","name":"3. \u0644\u0645\u0627\u0630\u0627 \u064a\u0639\u062f YOLO \u0623\u0633\u0631\u0639 \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0629 \u0625\u0644\u0649 R-CNN\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"YOLO processes images in a single pass, treating detection as a regression problem, while R-CNN variants use a two-stage approach (region proposals + classification). YOLO\u2019s grid-based prediction eliminates the need for separate region proposal steps, drastically reducing computation time.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116965069","position":4,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116965069","name":"4. \u0645\u0627 \u0647\u064a \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"CNNs excel in tasks like medical imaging (tumor detection), facial recognition systems, agricultural monitoring (crop health analysis), and photo tagging. Their ability to learn spatial hierarchies makes them ideal for classifying complex visual patterns.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116978962","position":5,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739116978962","name":"5. \u0645\u062a\u0649 \u064a\u062c\u0628 \u0639\u0644\u064a\u0651 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Faster R-CNN \u0628\u062f\u0644\u0627\u064b \u0645\u0646 YOLO\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Faster R-CNN is preferable for precision-critical tasks requiring detailed object detection in cluttered scenes (e.g., satellite imagery analysis), while YOLO is better suited for real-time applications like video surveillance or autonomous vehicles where speed is paramount.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739117001768","position":6,"url":"https:\/\/flypix.ai\/zh\/image-recognition-algorithms\/#faq-question-1739117001768","name":"6. \u0645\u0627 \u0647\u064a \u0627\u0644\u0627\u062a\u062c\u0627\u0647\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0641\u064a \u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Current trends include lightweight models for edge devices (e.g., YOLO-Nano), transformer-based architectures (Vision Transformers) for global context understanding, and ethical AI frameworks to address biases in training data. Hybrid models combining CNNs and transformers are also gaining traction.","inLanguage":"ar"},"inLanguage":"ar"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/173920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/comments?post=173920"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/173920\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media\/173923"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media?parent=173920"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/categories?post=173920"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/tags?post=173920"}],"curies":[{"name":"\u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}