{"id":173882,"date":"2025-02-09T16:20:29","date_gmt":"2025-02-09T16:20:29","guid":{"rendered":"https:\/\/flypix.ai\/?p=173882"},"modified":"2025-02-10T14:27:12","modified_gmt":"2025-02-10T14:27:12","slug":"image-recognition-models-cnns","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ar\/image-recognition-models-cnns\/","title":{"rendered":"\u0634\u0628\u0643\u0627\u062a CNN \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a: \u0634\u0631\u062d \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631"},"content":{"rendered":"<p>\u0625\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0648\u0647\u0648 \u0623\u062d\u062f \u0631\u0643\u0627\u0626\u0632 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u064a\u0645\u0643\u0651\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. \u0648\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\u0642\u064a\u0627\u062f\u0629 \u0627\u0644\u0630\u0627\u062a\u064a\u0629\u060c \u062a\u0639\u062a\u0645\u062f \u0647\u0630\u0647 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0639\u0644\u0649 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 \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) \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 (ViTs). \u0648\u0641\u064a \u062d\u064a\u0646 \u062a\u0647\u064a\u0645\u0646 \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\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u062a\u062a\u0641\u0648\u0642 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a. \u062a\u0642\u0627\u0631\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0628\u0646\u064a\u0627\u062a\u060c \u0648\u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0647\u062c\u064a\u0646\u0629\u060c \u0648\u062a\u0641\u062d\u0635 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https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19-18x12.jpeg 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-19.jpeg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\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\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u0624\u064a\u0629 \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 \u062d\u062c\u0631 \u0627\u0644\u0632\u0627\u0648\u064a\u0629 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062d\u062f\u064a\u062b\u0629\u060c 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\u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c 3 \u00d7 3 \u0623\u0648 5 \u00d7 5 \u0628\u0643\u0633\u0644)\u060c \u0648\u062a\u0643\u062a\u0634\u0641 \u0645\u064a\u0632\u0627\u062a \u0645\u062d\u0644\u064a\u0629 \u0645\u062b\u0644 \u0627\u0644\u062d\u0648\u0627\u0641 \u0623\u0648 \u0627\u0644\u0632\u0648\u0627\u064a\u0627 \u0623\u0648 \u062a\u062f\u0631\u062c\u0627\u062a \u0627\u0644\u0623\u0644\u0648\u0627\u0646. \u062a\u0646\u062a\u062c \u0643\u0644 \u0639\u0645\u0644\u064a\u0629 \u0645\u0644\u062a\u0648\u064a\u0629 \u062e\u0631\u064a\u0637\u0629 \u0645\u064a\u0632\u0627\u062a \u062a\u0633\u0644\u0637 \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0627\u0644\u0645\u0646\u0627\u0637\u0642 \u0627\u0644\u062a\u064a \u064a\u0638\u0647\u0631 \u0641\u064a\u0647\u0627 \u0646\u0645\u0637 \u0627\u0644\u0645\u0631\u0634\u062d. \u064a\u0633\u0645\u062d \u062a\u0643\u062f\u064a\u0633 \u0637\u0628\u0642\u0627\u062a \u0645\u0644\u062a\u0648\u064a\u0629 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\u0645\u0646 \u0634\u0628\u0643\u0629 2\u00d72\u060c \u0645\u0645\u0627 \u064a\u0642\u0644\u0644 \u0627\u0644\u0623\u0628\u0639\u0627\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0645\u0639 \u0627\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0647\u0645\u0629. \u062a\u0642\u062f\u0645 \u0647\u0630\u0647 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 \u0623\u064a\u0636\u064b\u0627 \u062b\u0628\u0627\u062a\u064b\u0627 \u0627\u0646\u062a\u0642\u0627\u0644\u064a\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644 CNN \u0642\u0648\u064a\u0629 \u0636\u062f \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0641\u064a \u0645\u0648\u0636\u0639 \u0627\u0644\u0643\u0627\u0626\u0646 \u062f\u0627\u062e\u0644 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n\n\n\n<p>\u062a\u062a\u0628\u0639 \u0648\u0638\u0627\u0626\u0641 \u0627\u0644\u062a\u0646\u0634\u064a\u0637 \u063a\u064a\u0631 \u0627\u0644\u062e\u0637\u064a\u0629 \u0645\u062b\u0644 ReLU (\u0648\u062d\u062f\u0629 \u062e\u0637\u064a\u0629 \u0645\u0635\u062d\u062d\u0629) \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0627\u0644\u062a\u0641\u0627\u0641 \u0648\u0627\u0644\u062a\u062c\u0645\u064a\u0639\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0634\u0628\u0643\u0629 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062c\u0627\u0647\u0644 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0633\u0644\u0628\u064a\u0629. \u0648\u0623\u062e\u064a\u0631\u064b\u0627\u060c \u062a\u062c\u0645\u0639 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644 \u0641\u064a \u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u0634\u0628\u0643\u0629 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u0643\u062a\u0633\u0628\u0629 \u0644\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0625\u0644\u0649 \u062a\u0633\u0645\u064a\u0627\u062a (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c &quot;\u0642\u0637\u0629&quot; \u0623\u0648 &quot;\u0643\u0644\u0628&quot;).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0647\u0646\u062f\u0633\u0629 \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0644\u064a\u0646\u062a-5<\/strong> (1998): \u0623\u0631\u0633\u062a \u0634\u0628\u0643\u0629 CNN \u0627\u0644\u0631\u0627\u0626\u062f\u0629\u060c \u0627\u0644\u062a\u064a \u0635\u0645\u0645\u0647\u0627 \u064a\u0627\u0646 \u0644\u0648\u0643\u0627\u0646 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0645\u0643\u062a\u0648\u0628\u0629 \u0628\u062e\u0637 \u0627\u0644\u064a\u062f\u060c \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/li>\n\n\n\n<li><strong>\u0623\u0644\u064a\u0643\u0633 \u0646\u062a<\/strong> (2012): \u0634\u0628\u0643\u0627\u062a CNN \u0627\u0644\u0645\u0648\u0633\u0639\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u064a\u0627\u062a\u060c \u0645\u0645\u0627 \u0623\u062f\u0649 \u0625\u0644\u0649 \u062a\u062d\u0642\u064a\u0642 \u062a\u0642\u062f\u0645 \u0643\u0628\u064a\u0631 \u0641\u064a \u062a\u0635\u0646\u064a\u0641 ImageNet \u0648\u0646\u0634\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642.<\/li>\n\n\n\n<li><strong>\u0634\u0628\u0643\u0629 \u0627\u0644\u0628\u062d\u0648\u062b<\/strong> (2015): \u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u0645\u062a\u0628\u0642\u064a\u0629 (\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0644\u062a\u062e\u0637\u064a) \u0644\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\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0637\u0628\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<p>\u062a\u062a\u0645\u064a\u0632 \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \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 \u0645\u062b\u0644 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0648\u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0625\u0646 \u0627\u0639\u062a\u0645\u0627\u062f\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u0645\u062c\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0642\u0628\u0627\u0644\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u064a\u062d\u062f \u0645\u0646 \u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 - \u0648\u0647\u064a \u0627\u0644\u0641\u062c\u0648\u0629 \u0627\u0644\u062a\u064a \u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0627\u0644\u0628\u0646\u064a\u0627\u062a \u0627\u0644\u0623\u062d\u062f\u062b \u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a. \u0639\u0644\u0649 \u0627\u0644\u0631\u063a\u0645 \u0645\u0646 \u0630\u0644\u0643\u060c \u062a\u0638\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0628\u0633\u0628\u0628 \u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u062a\u0647\u0627 \u0644\u0644\u062a\u0641\u0633\u064a\u0631 \u0648\u0646\u062c\u0627\u062d\u0647\u0627 \u0627\u0644\u0645\u0624\u0643\u062f \u0641\u064a \u062c\u0645\u064a\u0639 \u0627\u0644\u0635\u0646\u0627\u0639\u0627\u062a\u060c \u0645\u0646 \u062a\u0634\u062e\u064a\u0635 \u0627\u0644\u0623\u0645\u0631\u0627\u0636 \u0628\u0627\u0644\u0623\u0634\u0639\u0629 \u0627\u0644\u0633\u064a\u0646\u064a\u0629 \u0625\u0644\u0649 \u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0648\u062c\u0647 \u0641\u064a \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0630\u0643\u064a\u0629.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"769\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-1024x769.jpg\" alt=\"\" class=\"wp-image-173898\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-1024x769.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-300x225.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-sai-m-870406214-30623336-768x576.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 (ViTs): \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u0631\u064a\u0641 \u0641\u0647\u0645 \u0627\u0644\u0635\u0648\u0631\u0629<\/h2>\n\n\n\n<p>\u062a\u0645\u062b\u0644 \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 (ViTs) \u062a\u062d\u0648\u0644\u0627\u064b \u062c\u0630\u0631\u064a\u064b\u0627 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u060c \u062d\u064a\u062b \u062a\u062a\u062d\u062f\u0649 \u0647\u064a\u0645\u0646\u0629 CNN \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0623\u0645\u062f \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u0643\u064a\u064a\u0641 \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0644 - \u0627\u0644\u0645\u0635\u0645\u0645\u0629 \u0641\u064a \u0627\u0644\u0623\u0635\u0644 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) - \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629. \u0648\u0642\u062f \u0642\u062f\u0645\u0647\u0627 Dosovitskiy \u0648\u0622\u062e\u0631\u0648\u0646 \u0641\u064a \u0639\u0627\u0645 2020\u060c \u0648\u0623\u0638\u0647\u0631\u062a \u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0631\u0624\u064a\u0629 \u0623\u0646 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0627\u0644\u0630\u0627\u062a\u064a \u0627\u0644\u0635\u0631\u0641\u0629 \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0646\u0627\u0641\u0633 CNNs \u0623\u0648 \u062a\u062a\u0641\u0648\u0642 \u0639\u0644\u064a\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0635\u0648\u0631 \u0639\u0646\u062f \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0628\u0645\u0627 \u064a\u0643\u0641\u064a. \u0623\u0639\u0627\u062f \u0647\u0630\u0627 \u0627\u0644\u0627\u062e\u062a\u0631\u0627\u0642 \u062a\u0639\u0631\u064a\u0641 \u0643\u064a\u0641\u064a\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0622\u0644\u0627\u062a \u0644\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0627\u0644\u0645\u0631\u0626\u064a\u0629\u060c \u0645\u0639 \u0627\u0644\u062a\u0631\u0643\u064a\u0632 \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0639\u0644\u0649 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629.<\/p>\n\n\n\n<p>\u0648\u062a\u0639\u0645\u0644 \u0623\u0646\u0638\u0645\u0629 ViTs \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0635\u0648\u0631 \u0628\u0627\u0639\u062a\u0628\u0627\u0631\u0647\u0627 \u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0645\u0646 \u0627\u0644\u0631\u0645\u0648\u0632\u060c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0641\u064a \u0627\u0644\u062c\u0645\u0644\u0629. 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\u0633\u0648\u0641 \u064a\u0647\u064a\u0645\u0646 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0639\u0644\u0649 \u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631. \u0641\u0623\u0646\u0638\u0645\u0629 \u0645\u062b\u0644 GPT-4V \u0645\u0646 OpenAI\u060c \u0627\u0644\u062a\u064a \u062a\u0639\u0627\u0644\u062c \u0627\u0644\u0635\u0648\u0631 \u0648\u0627\u0644\u0646\u0635\u0648\u0635 \u0628\u0634\u0643\u0644 \u0645\u0634\u062a\u0631\u0643\u060c \u062a\u0645\u0643\u0646 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0639\u0644\u0649 \u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0628\u0635\u0631\u064a\u064b\u0627 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c &quot;\u0648\u0635\u0641 \u0647\u0630\u0627 \u0627\u0644\u0631\u0633\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u064a&quot;) \u0623\u0648 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\u0640\u0640 \u0633\u0648\u0641 \u064a\u062d\u062f\u062f \u0627\u0644\u0639\u0635\u0631 \u0627\u0644\u0642\u0627\u062f\u0645 \u0645\u0646 \u0631\u0624\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img 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\">Flypix: \u0643\u064a\u0641 \u0646\u0633\u062a\u063a\u0644 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629<\/h2>\n\n\n\n<p>\u0628\u064a\u0646\u0645\u0627 \u0646\u0633\u062a\u0643\u0634\u0641 \u0627\u0644\u0646\u0642\u0627\u0634 \u0627\u0644\u0645\u062a\u0637\u0648\u0631 \u0628\u064a\u0646 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u060c \u0641\u0625\u0646 \u0645\u0646\u0635\u0627\u062a \u0645\u062b\u0644 <a href=\"https:\/\/flypix.ai\/ar\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0641\u0644\u0627\u064a\u0628\u064a\u0643\u0633<\/a> \u0625\u0646\u0646\u0627 \u0641\u064a Flypix \u0646\u0628\u0646\u064a \u0645\u0646\u0627\u0642\u0634\u0627\u062a\u0646\u0627 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0639\u0644\u0649 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0627\u0642\u0639\u064a\u0629. \u0641\u0646\u062d\u0646 \u0641\u064a Flypix \u0646\u062c\u0645\u0639 \u0628\u064a\u0646 \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0641\u064a \u0643\u0644 \u0645\u0646 \u0627\u0644\u0628\u0646\u064a\u062a\u064a\u0646 \u0644\u0641\u0643 \u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u063a\u0631\u0627\u0641\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0640\u0640 \u0635\u0648\u0631 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629\u060c \u0648\u0627\u0644\u0635\u0648\u0631 \u0627\u0644\u062a\u064a \u062a\u0644\u062a\u0642\u0637\u0647\u0627 \u0627\u0644\u0637\u0627\u0626\u0631\u0627\u062a \u0628\u062f\u0648\u0646 \u0637\u064a\u0627\u0631\u060c \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u062c\u0648\u064a. \u0648\u062a\u0639\u0645\u0644 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0628\u0641\u0636\u0644 \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u0647\u0627 \u0644\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0639\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0642\u062f\u0631\u062a\u0646\u0627 \u0639\u0644\u0649 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u062a\u063a\u064a\u0631\u0627\u062a \u0641\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0623\u0648 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u062d\u0627\u0635\u064a\u0644\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u0633\u0627\u0639\u062f\u0646\u0627 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0641\u064a \u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649 \u0641\u064a \u0627\u0644\u0645\u0646\u0627\u0638\u0631 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 \u0627\u0644\u0645\u062a\u0631\u0627\u0645\u064a\u0629 \u0627\u0644\u0623\u0637\u0631\u0627\u0641 \u0623\u0648 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0632\u0645\u0646\u0629. \u0648\u064a\u0639\u0643\u0633 \u0647\u0630\u0627 \u0627\u0644\u0646\u0647\u062c \u0627\u0644\u0647\u062c\u064a\u0646 \u0641\u0644\u0633\u0641\u062a\u0646\u0627: \u0641\u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0634\u0628\u0643\u0627\u062a CNN \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u064a\u0633 \u062b\u0646\u0627\u0626\u064a\u0627 \u0628\u0644 \u0633\u064a\u0627\u0642\u064a\u0627\u060c \u0645\u062f\u0641\u0648\u0639\u0627 \u0628\u062d\u062c\u0645 \u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0648\u0627\u0644\u062a\u0639\u0642\u064a\u062f \u0627\u0644\u0645\u0643\u0627\u0646\u064a \u0627\u0644\u0632\u0645\u0646\u064a \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0644\u062f\u064a\u0646\u0627: \u0631\u0628\u0637 \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0628\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0634\u0628\u0643\u0627\u062a CNN \u0644\u0644\u062f\u0642\u0629<\/strong>:\u0646\u062d\u0646 \u0646\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 CNN \u0645\u062b\u0644 ResNet \u0644\u0644\u0643\u0634\u0641 \u0639\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 - \u0645\u062b\u0644 \u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0637\u0631\u0642 \u0623\u0648 \u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0631\u064a - \u062d\u064a\u062b \u062a\u0643\u0648\u0646 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0628\u0627\u0644\u063a\u0629 \u0627\u0644\u0623\u0647\u0645\u064a\u0629.<\/li>\n\n\n\n<li><strong>\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0644\u0633\u064a\u0627\u0642<\/strong>\u0639\u0646\u062f \u062a\u062d\u0644\u064a\u0644 \u0641\u0633\u064a\u0641\u0633\u0627\u0621 \u0627\u0644\u0623\u0642\u0645\u0627\u0631 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0642\u0627\u0631\u0629 \u0623\u0648 \u062a\u062a\u0628\u0639 \u0627\u0644\u062a\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0626\u064a\u0629 \u0639\u0644\u0649 \u0645\u0631 \u0627\u0644\u0633\u0646\u064a\u0646\u060c \u062a\u0644\u062a\u0642\u0637 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u062f\u064a\u0646\u0627 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0627\u0644\u0639\u0627\u0644\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u0642\u062f \u062a\u0641\u0648\u062a\u0647\u0627 \u0634\u0628\u0643\u0627\u062a CNN.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0628\u0627\u064a\u062b\u0648\u0646<\/strong>:\u062a\u062f\u0645\u062c \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0646\u0627 PyTorch \u0648 TensorFlow\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0646\u0627 \u0628\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0648\u0644\u064a\u0629 \u0647\u062c\u064a\u0646\u0629 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u0644\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0623\u0635\u063a\u0631 \u062d\u062c\u0645\u064b\u0627.<\/li>\n\n\n\n<li><strong>\u0627\u0644\u062a\u0623\u062b\u064a\u0631 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/strong>:\u0633\u0648\u0627\u0621 \u0643\u0646\u0627 \u0646\u0631\u0627\u0642\u0628 \u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u063a\u0627\u0628\u0627\u062a \u0623\u0648 \u0627\u0644\u062a\u0646\u0645\u064a\u0629 \u0627\u0644\u062d\u0636\u0631\u064a\u0629\u060c \u0641\u0625\u0646\u0646\u0627 \u0646\u0639\u0637\u064a \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0629 \u0644\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0642\u0648\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u0646\u0634\u0631.<\/li>\n<\/ul>\n\n\n\n<p>\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u062f\u0642\u0629 CNN \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644 \u0645\u0639 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u0634\u0627\u0645\u0644\u0629 \u0644\u0640 Transformers\u060c \u0641\u0625\u0646\u0646\u0627 \u0644\u0627 \u0646\u0646\u0627\u0642\u0634 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0646\u062b\u0628\u062a \u0625\u0645\u0643\u0627\u0646\u0627\u062a\u0647\u0627 \u0627\u0644\u0645\u0634\u062a\u0631\u0643\u0629. \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0627\u060c \u0647\u0630\u0627 \u0627\u0644\u062a\u0622\u0632\u0631 \u0644\u064a\u0633 \u0646\u0638\u0631\u064a\u064b\u0627\u061b \u0625\u0646\u0647 \u0643\u064a\u0641 \u0646\u062d\u0648\u0644 \u0627\u0644\u0628\u0643\u0633\u0644 \u0625\u0644\u0649 \u0631\u0624\u0649 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0646\u0641\u064a\u0630 \u0644\u0644\u0627\u0633\u062a\u062f\u0627\u0645\u0629 \u0648\u0627\u0644\u0632\u0631\u0627\u0639\u0629 \u0648\u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u062d\u0636\u0631\u064a.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/h2>\n\n\n\n<p>\u062a\u0645\u062b\u0644 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0641\u0644\u0633\u0641\u062a\u064a\u0646 \u0645\u062a\u0645\u064a\u0632\u062a\u064a\u0646 \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631: \u0627\u0644\u0623\u0648\u0644\u0649 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u062a\u062a\u0642\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a. \u062a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0648\u0627\u0644\u0627\u0628\u062a\u0643\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0645\u0631\u0629 \u0639\u0644\u0649 \u0637\u0645\u0633 \u0647\u0630\u0647 \u0627\u0644\u062d\u062f\u0648\u062f\u060c \u0645\u0645\u0627 \u064a\u062e\u0644\u0642 \u0623\u062f\u0648\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0645\u062a\u0646\u0648\u0639\u0629. \u0648\u0645\u0639 \u062a\u0637\u0648\u0631 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u064a\u0643\u0645\u0646 \u0627\u0644\u0645\u0641\u062a\u0627\u062d \u0641\u064a \u062a\u062d\u0642\u064a\u0642 \u0627\u0644\u062a\u0648\u0627\u0632\u0646 \u0628\u064a\u0646 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u062f\u0642\u0629 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0648\u0635\u0648\u0644. \u0633\u0648\u0627\u0621 \u0643\u0627\u0646 \u0630\u0644\u0643 \u0645\u0646 \u062e\u0644\u0627\u0644 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 \u0644\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0637\u0631\u0641\u064a\u0629 \u0623\u0648 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0635\u0646\u0627\u0639\u064a\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\u0639\u062f \u0628\u062a\u0639\u0645\u064a\u0642 \u062a\u0639\u0627\u0648\u0646\u0646\u0627 \u0645\u0639 \u0627\u0644\u0622\u0644\u0627\u062a \u0627\u0644\u0630\u0643\u064a\u0629 - \u0648\u062a\u062d\u0648\u064a\u0644 \u0643\u064a\u0641\u064a\u0629 \u0631\u0624\u064a\u062a\u0646\u0627 \u0644\u0644\u0639\u0627\u0644\u0645 \u0648\u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0645\u0639\u0647.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739114364861\"><strong class=\"schema-faq-question\"><strong>1. \u0645\u0627 \u0647\u064a \u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u062a\u0645\u064a\u0632 \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0642\u062f\u0631\u062a\u0647\u0627 \u0639\u0644\u0649 \u0627\u0644\u062a\u0642\u0627\u0637 \u0627\u0644\u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0644\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0644\u062d\u0648\u0627\u0641\u060c \u0648\u0627\u0644\u0642\u0648\u0627\u0645) \u0645\u0646 \u062e\u0644\u0627\u0644 \u0637\u0628\u0642\u0627\u062a \u0645\u0644\u062a\u0648\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u062b\u0627\u0644\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0643\u062a\u0634\u0627\u0641 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0635\u0648\u064a\u0631 \u0627\u0644\u0637\u0628\u064a \u062d\u064a\u062b \u064a\u0643\u0648\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0647\u0631\u0645\u064a\u0629 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114375410\"><strong class=\"schema-faq-question\"><strong>2. \u0644\u0645\u0627\u0630\u0627 \u062a\u0643\u062a\u0633\u0628 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0634\u0639\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u0633\u062a\u0641\u064a\u062f \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0645\u0646 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0627\u0644\u0630\u0627\u062a\u064a \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u062a\u0628\u0639\u064a\u0627\u062a \u0637\u0648\u064a\u0644\u0629 \u0627\u0644\u0645\u062f\u0649\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0644\u0647\u0627 \u0628\u0641\u0647\u0645 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a \u0641\u064a \u0627\u0644\u0635\u0648\u0631. \u0648\u0647\u0630\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0642\u0648\u064a\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0641\u0647\u0645 \u0627\u0644\u0645\u0634\u0647\u062f \u0623\u0648 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114394322\"><strong class=\"schema-faq-question\"><strong>3. \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0639\u0627\u062f\u0629\u064b\u060c \u0644\u0627. \u062a\u062a\u0637\u0644\u0628 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629 \u0644\u062a\u0639\u0644\u0645 \u0623\u0646\u0645\u0627\u0637 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0630\u0627\u062a \u0627\u0644\u0645\u063a\u0632\u0649\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u0648\u0645 \u0634\u0628\u0643\u0627\u062a CNN \u0628\u0627\u0644\u062a\u0639\u0645\u064a\u0645 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0633\u0628\u0628 \u062a\u062d\u064a\u0632\u0627\u062a\u0647\u0627 \u0627\u0644\u0627\u0633\u062a\u0642\u0631\u0627\u0626\u064a\u0629 (\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062b\u0628\u0627\u062a \u0627\u0644\u062a\u0631\u062c\u0645\u0629).<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114406146\"><strong class=\"schema-faq-question\"><strong>4. \u0643\u064a\u0641 \u062a\u062c\u0645\u0639 \u0646\u0645\u0627\u0630\u062c CNN-Transformer \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0643\u0644\u0627 \u0627\u0644\u0628\u0646\u064a\u062a\u064a\u0646\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0644\u0646\u0645\u0630\u062c\u0629 \u0627\u0644\u0633\u064a\u0627\u0642 \u0627\u0644\u0639\u0627\u0644\u0645\u064a. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0639\u0627\u0644\u062c \u0634\u0628\u0643\u0629 CNN \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u062a\u0641\u0627\u0635\u064a\u0644 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0643\u0633\u0644\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0639\u0645\u0644 \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0639\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0645\u0646\u0627\u0637\u0642.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114428874\"><strong class=\"schema-faq-question\"><strong>5. \u0647\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0623\u062b\u0642\u0644 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a CNN\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u0646\u0639\u0645. \u062a\u062a\u0645\u064a\u0632 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0628\u062a\u0639\u0642\u064a\u062f \u062a\u0631\u0628\u064a\u0639\u064a \u0645\u0639 \u062d\u062c\u0645 \u0627\u0644\u0625\u062f\u062e\u0627\u0644\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0643\u062b\u064a\u0641\u0629 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0644\u0644\u0635\u0648\u0631 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629. \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0634\u0628\u0643\u0627\u062a CNN\u060c \u0645\u0639 \u0627\u0644\u062a\u0641\u0627\u0641\u0627\u062a \u0645\u0634\u0627\u0631\u0643\u0629 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627\u060c \u0623\u0643\u062b\u0631 \u0643\u0641\u0627\u0621\u0629 \u0644\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739114444534\"><strong class=\"schema-faq-question\"><strong>6. \u0645\u0627 \u0647\u064a \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u061f<\/strong><\/strong> <p class=\"schema-faq-answer\">\u062a\u064f\u0641\u0636\u064e\u0651\u0644 \u0639\u0645\u0648\u0645\u064b\u0627 \u0634\u0628\u0643\u0627\u062a CNN \u0644\u0644\u0645\u0647\u0627\u0645 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a (\u0645\u062b\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0641\u064a\u062f\u064a\u0648) \u0646\u0638\u0631\u064b\u0627 \u0644\u0643\u0641\u0627\u0621\u062a\u0647\u0627 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0633\u0651\u0646\u0629 \u0623\u0648 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u062a\u062d\u0642\u064a\u0642 \u0633\u0631\u0639\u0627\u062a \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u0627\u062e\u062a\u0632\u0627\u0644 \u0627\u0644\u0631\u0645\u0632\u064a \u0623\u0648 \u0627\u0644\u062a\u0642\u0637\u064a\u0631.<\/p> <\/div> <\/div>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Image recognition, a pillar of artificial intelligence, enables machines to interpret visual data with human-like precision. From healthcare diagnostics to autonomous driving, this technology relies on advanced models like Convolutional Neural Networks (CNNs) and Vision Transformers (ViTs). While CNNs dominate with their efficiency in local feature extraction, transformers excel at capturing global context. This article [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173899,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173882","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>CNNs vs. Transformers: Image Recognition Models Explained<\/title>\n<meta name=\"description\" content=\"Explore CNNs, Transformers, and hybrid models in image recognition. Learn their applications, challenges, and future trends in AI vision.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ar\/image-recognition-models-cnns\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CNNs vs. Transformers: Image Recognition Models Explained\" \/>\n<meta property=\"og:description\" content=\"Explore CNNs, Transformers, and hybrid models in image recognition. 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\u0646\u0642\u0627\u0637 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0634\u0628\u0643\u0627\u062a CNN \u0641\u064a \u0627\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"CNNs excel at capturing local spatial patterns (e.g., edges, textures) through convolutional layers, making them ideal for tasks like object detection and medical imaging where hierarchical feature extraction is critical.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114375410","position":2,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114375410","name":"2. \u0644\u0645\u0627\u0630\u0627 \u062a\u0643\u062a\u0633\u0628 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0634\u0639\u0628\u064a\u0629 \u0643\u0628\u064a\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0631\u0624\u064a\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Transformers leverage self-attention mechanisms to model long-range dependencies, allowing them to understand global context in images. This makes them powerful for tasks like scene understanding or multi-object relationships.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114394322","position":3,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114394322","name":"3. \u0647\u0644 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u0641\u0648\u0642 \u0639\u0644\u0649 \u0634\u0628\u0643\u0627\u062a CNN \u0639\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0635\u063a\u064a\u0631\u0629\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Typically, no. Transformers require large datasets to learn meaningful attention patterns, while CNNs generalize better with limited data due to their inductive biases (e.g., translation invariance).","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114406146","position":4,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114406146","name":"4. \u0643\u064a\u0641 \u062a\u062c\u0645\u0639 \u0646\u0645\u0627\u0630\u062c CNN-Transformer \u0627\u0644\u0647\u062c\u064a\u0646\u0629 \u0628\u064a\u0646 \u0643\u0644\u0627 \u0627\u0644\u0628\u0646\u064a\u062a\u064a\u0646\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Hybrid models use CNNs for local feature extraction and Transformers for global context modeling. For example, a CNN backbone processes pixel-level details, while transformer layers refine relationships between regions.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114428874","position":5,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114428874","name":"5. \u0647\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0623\u062b\u0642\u0644 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0645\u0646 \u0634\u0628\u0643\u0627\u062a CNN\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Yes. Transformers have quadratic complexity with input size, making them resource-intensive for high-resolution images. CNNs, with their parameter-sharing convolutions, are often more efficient for real-time applications.","inLanguage":"ar"},"inLanguage":"ar"},{"@type":"Question","@id":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114444534","position":6,"url":"https:\/\/flypix.ai\/ko\/image-recognition-models-cnns\/#faq-question-1739114444534","name":"6. \u0645\u0627 \u0647\u064a \u0627\u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0627\u0644\u0623\u0641\u0636\u0644 \u0644\u0644\u062a\u0639\u0631\u0641 \u0639\u0644\u0649 \u0627\u0644\u0635\u0648\u0631 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u061f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"CNNs are generally preferred for real-time tasks (e.g., video processing) due to their computational efficiency. However, optimized Transformers or hybrid models can achieve competitive speeds with techniques like token reduction or distillation.","inLanguage":"ar"},"inLanguage":"ar"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/173882","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=173882"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/posts\/173882\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media\/173899"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/media?parent=173882"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/categories?post=173882"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ar\/wp-json\/wp\/v2\/tags?post=173882"}],"curies":[{"name":"\u0648\u0648\u0631\u062f\u0628\u0631\u064a\u0633","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}