{"id":476170,"date":"2023-08-09T07:26:52","date_gmt":"2023-08-09T07:26:52","guid":{"rendered":""},"modified":"2023-09-05T11:12:10","modified_gmt":"2023-09-05T11:12:10","slug":"capsnet","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/capsnet\/","title":{"rendered":"CapsNet"},"content":{"rendered":"<p>CapsNet\u060c \u0645\u062e\u0641\u0641 Capsule Network\u060c \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0627\u0646\u0642\u0644\u0627\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u0633\u0646\u062a\u06cc (CNN) \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0648\u0627\u0628\u0637 \u0641\u0636\u0627\u06cc\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u06cc\u062f\u06af\u0627\u0647 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. 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\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u062e\u0627\u0635 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p>\u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627: \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 \u062a\u0648\u0627\u0641\u0642 \u0628\u06cc\u0646 \u06a9\u067e\u0633\u0648\u0644 \u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0648 \u06a9\u067e\u0633\u0648\u0644 \u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u062a\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0642\u0631\u0627\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0647\u062a\u0631 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0647 \u06a9\u067e\u0633\u0648\u0644\u200c\u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u062a\u0631 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u0631\u0648\u0627\u0628\u0637 \u0645\u0639\u0646\u06cc\u200c\u062f\u0627\u0631\u06cc \u0631\u0627 \u0628\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u0634\u06cc\u0621 \u062b\u0628\u062a \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0631\u0645\u0632\u06af\u0634\u0627: \u0634\u0628\u06a9\u0647 \u0631\u0645\u0632\u06af\u0634\u0627 \u062a\u0635\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062e\u0631\u0648\u062c\u06cc CapsNet \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0628\u0647 \u0634\u0628\u06a9\u0647 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0628\u0647\u062a\u0631\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f \u0648 \u062e\u0637\u0627\u0647\u0627\u06cc \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u0627\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc CapsNet<\/h2>\n<p>CapsNet \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 CNN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><strong>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc<\/strong>: \u06a9\u067e\u0633\u0648\u0644 \u0647\u0627 \u062f\u0631 CapsNet \u0631\u0648\u0627\u0628\u0637 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc \u0631\u0627 \u0636\u0628\u0637 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f \u062a\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u0641\u0636\u0627\u06cc\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0634\u06cc\u0621 \u062f\u0631\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u067e\u0630\u06cc\u0631\u06cc \u062f\u06cc\u062f\u06af\u0627\u0647<\/strong>: \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627\u060c CapsNet \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0631 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0642\u0648\u06cc \u062a\u0631 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0632 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0633\u0647 \u0628\u0639\u062f\u06cc \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u06a9\u0627\u0647\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f<\/strong>: \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 CapsNet \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u0639\u0645\u06cc\u0645 \u0628\u0647\u062a\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0628\u0647\u062a\u0631 \u0642\u0633\u0645\u062a \u0634\u06cc<\/strong>: \u06a9\u067e\u0633\u0648\u0644 \u0647\u0627 \u0631\u0648\u06cc \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u0634\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0628\u0647 CapsNet \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u062a\u0627 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0634\u06cc \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0648 \u0628\u0648\u0645\u06cc \u0633\u0627\u0632\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0627\u0646\u0648\u0627\u0639 CapsNet<\/h2>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0639\u0648\u0627\u0645\u0644 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u06a9\u0627\u0631\u0628\u0631\u062f \u0648 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>CapsNet \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/strong>: \u0645\u0639\u0645\u0627\u0631\u06cc \u0627\u0635\u0644\u06cc CapsNet \u06a9\u0647 \u062a\u0648\u0633\u0637 \u062c\u0641\u0631\u06cc \u0647\u06cc\u0646\u062a\u0648\u0646 \u0648 \u062a\u06cc\u0645\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 \u0628\u0627 \u062a\u0648\u0627\u0641\u0642 (DRA)<\/strong>: \u0627\u0646\u0648\u0627\u0639\u06cc \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631 \u0648 \u0647\u0645\u06af\u0631\u0627\u06cc\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 \u067e\u0648\u06cc\u0627<\/strong>: \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc CapsNet \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062a\u0642\u0633\u06cc\u0645 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>CapsuleGAN<\/strong>: \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 CapsNet \u0648 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u0648\u0644\u062f (GANs) \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc \u062a\u0635\u0648\u06cc\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc NLP<\/strong>: \u0633\u0627\u0632\u06af\u0627\u0631\u06cc CapsNet \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CapsNet\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627<\/h2>\n<p>\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0646\u0648\u06cc\u062f\u0628\u062e\u0634 \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/p>\n<ul>\n<li>\n<p><strong>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong>: CapsNet \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u062f\u0642\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 CNN \u0647\u0627 \u062f\u0633\u062a \u06cc\u0627\u0628\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc<\/strong>: \u0646\u0645\u0627\u06cc\u0634 \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc CapsNet \u0628\u0647 \u0645\u062d\u0644\u06cc \u0633\u0627\u0632\u06cc \u062f\u0642\u06cc\u0642 \u0634\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062e\u0645\u06cc\u0646 \u067e\u0648\u0633<\/strong>: \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u067e\u0630\u06cc\u0631\u06cc \u062f\u06cc\u062f\u06af\u0627\u0647 CapsNet \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 \u0698\u0633\u062a \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 \u0648 \u0631\u0648\u0628\u0627\u062a\u06cc\u06a9 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 CapsNet \u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc\u06cc \u0646\u06cc\u0632 \u0645\u0648\u0627\u062c\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\n<p><strong>\u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0641\u0634\u0631\u062f\u0647<\/strong>: \u0641\u0631\u0622\u06cc\u0646\u062f \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u062e\u062a \u0628\u0627\u0634\u062f \u0648 \u0628\u0647 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u06cc\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0627\u0631\u0622\u0645\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0645\u062d\u062f\u0648\u062f<\/strong>: \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0641\u0647\u0648\u0645 \u0646\u0633\u0628\u062a\u0627 \u062c\u062f\u06cc\u062f\u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a CapsNet \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0627\u0633\u062a \u0648 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u0627\u0637\u0642\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u0627\u0648\u0634 \u0648 \u0627\u0635\u0644\u0627\u062d \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/strong>: \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 CNN \u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06cc\u0627\u0628\u06cc \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0637\u0644\u0648\u0628 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u063a\u0644\u0628\u0647 \u0628\u0631 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u060c \u0645\u062d\u0642\u0642\u0627\u0646 \u0641\u0639\u0627\u0644\u0627\u0646\u0647 \u0631\u0648\u06cc \u0628\u0647\u0628\u0648\u062f \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 CapsNet \u0631\u0627 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\u200c\u062a\u0631 \u0648 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633\u200c\u062a\u0631 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0645\u0634\u062e\u0635\u0627\u062a \u0627\u0635\u0644\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0642\u0627\u0644\u0628 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0647\u0631\u0633\u062a<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc \u0627\u0632 CapsNet \u0628\u0627 \u062f\u06cc\u06af\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u062d\u0628\u0648\u0628 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>CapsNet<\/th>\n<th>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 (CNN)<\/th>\n<th>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0645\u06a9\u0631\u0631 (RNN)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u06cc \u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628\u06cc<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u067e\u0630\u06cc\u0631\u06cc \u062f\u06cc\u062f\u06af\u0627\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<td>\u062e\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc<\/td>\n<td>\u062e\u06cc\u0631 (\u062f\u0631 \u0627\u0635\u0644 \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631)<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<td>\u0622\u0631\u0647<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc<\/td>\n<td>\u0645\u062a\u0648\u0633\u0637 \u062a\u0627 \u0632\u06cc\u0627\u062f<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<td>\u06a9\u0645<\/td>\n<td>\u0628\u0627\u0644\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/td>\n<td>\u0646\u0633\u0628\u062a\u0627 \u0628\u0627\u0644\u0627<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<td>\u062f\u0631 \u062d\u062f \u0645\u062a\u0648\u0633\u0637<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 CapsNet<\/h2>\n<p>\u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644 \u0646\u0648\u06cc\u062f \u0628\u0632\u0631\u06af\u06cc \u0628\u0631\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u062f\u0627\u0631\u0646\u062f. \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0631 \u0631\u0648\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc CapsNet \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0628\u0627\u0644\u0642\u0648\u0647 \u0622\u06cc\u0646\u062f\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p><strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647<\/strong>: \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u062f\u06cc\u062f CapsNet \u0628\u0627 \u0637\u0631\u0627\u062d\u06cc \u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641.<\/p>\n<\/li>\n<li>\n<p><strong>\u0634\u062a\u0627\u0628 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc<\/strong>: \u062a\u0648\u0633\u0639\u0647 \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u062a\u062e\u0635\u0635\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0627\u0631\u0622\u0645\u062f CapsNet \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062a\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>CapsNet \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u062f\u0626\u0648<\/strong>: \u06af\u0633\u062a\u0631\u0634 CapsNet \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0648\u0627\u0644\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u060c \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0648 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/strong>: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc CapsNet \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06af\u0633\u062a\u0631\u062f\u0647.<\/p>\n<\/li>\n<\/ul>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 CapsNet \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u0627\u0631\u062a\u0628\u0627\u0637 \u0622\u0646\u0647\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0648 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc CapsNet \u0628\u0627 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0647\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc<\/strong>: \u0622\u0645\u0648\u0632\u0634 CapsNet \u0627\u0632 \u0646\u0638\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0633\u062e\u062a \u0627\u0633\u062a. \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062d\u062c\u0645 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0631\u0648\u0631 \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u0646\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0631\u0627 \u0645\u0645\u06a9\u0646 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc CapsNet \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062c\u0647\u0627\u0646\u06cc<\/strong>: \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0628\u0647 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc CapsNet \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u062a\u0627\u062e\u06cc\u0631 \u06a9\u0645 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644 (CapsNet)\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1710.09829\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc: \u0645\u0633\u06cc\u0631\u06cc\u0627\u0628\u06cc \u067e\u0648\u06cc\u0627 \u0628\u06cc\u0646 \u06a9\u067e\u0633\u0648\u0644 \u0647\u0627<\/a><\/li>\n<li><a href=\"https:\/\/blog.acolyer.org\/2017\/11\/13\/dynamic-routing-between-capsules\/\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0628\u0644\u0627\u06af: \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/Sarasra\/models\/tree\/master\/research\/capsules\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 GitHub: \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647 \u06a9\u067e\u0633\u0648\u0644<\/a><\/li>\n<\/ol>\n<p>\u0628\u0627 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 CapsNet \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644 \u0622\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0633\u0627\u06cc\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0648 \u0646\u0648\u0622\u0648\u0631\u06cc \u0647\u0627\u06cc \u0645\u062f\u0627\u0648\u0645 \u0645\u0637\u0645\u0626\u0646\u0627\u064b \u0631\u0627\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0632 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u067e\u0633\u0648\u0644\u06cc \u0628\u0647 \u062a\u06a9\u0627\u0645\u0644 \u062e\u0648\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u06cc\u06a9 \u062c\u0632\u0621 \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0635\u0646\u0627\u06cc\u0639 \u0645\u062e\u062a\u0644\u0641 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f.<\/p>","protected":false},"featured_media":467826,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476170","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>CapsNet: Revolutionizing Neural Networks for Vision Tasks<\/mark>","faq_items":[{"question":"What is CapsNet?","answer":"<p>CapsNet, short for Capsule Network, is a revolutionary neural network architecture designed to overcome the limitations of traditional convolutional neural networks (CNNs) in processing hierarchical spatial relationships and viewpoint variations in images. It introduces capsules as neural units, enabling more informative and robust feature representation.<\/p>"},{"question":"How did CapsNet originate?","answer":"<p>CapsNet was introduced in a research paper titled \"Dynamic Routing Between Capsules\" by Geoffrey Hinton, Sara Sabour, and Geoffrey E. Hinton in 2017. The paper addressed the need for a new architecture to handle spatial hierarchies in images, leading to the creation of Capsule Networks.<\/p>"},{"question":"How does CapsNet work?","answer":"<p>CapsNet comprises multiple layers of capsules, each responsible for detecting and representing specific attributes of an object. The dynamic routing algorithm facilitates communication between capsules in different layers, promoting better generalization and viewpoint invariance. The architecture includes an encoder to capture basic features, dynamic routing for better connections, and a decoder for image reconstruction.<\/p>"},{"question":"What are the key features of CapsNet?","answer":"<p>CapsNet offers hierarchical representation, viewpoint invariance, reduced overfitting, and better object part recognition. Capsules encode magnitude and orientation information, providing a richer representation than scalar outputs in traditional neural networks.<\/p>"},{"question":"What types of CapsNet exist?","answer":"<p>Several types of CapsNet have emerged, including standard CapsNet, Dynamic Routing by Agreement (DRA) variants, Dynamic Convolutional Capsule Networks for image segmentation, CapsuleGAN for image synthesis, and Capsule Networks adapted for NLP tasks.<\/p>"},{"question":"How can CapsNet be used?","answer":"<p>CapsNet can be used in various computer vision tasks, including image classification, object detection, and pose estimation. It shows promise in augmented reality, robotics, and video analysis.<\/p>"},{"question":"What are the challenges with CapsNet?","answer":"<p>CapsNet can be computationally intensive, requiring efficient hardware or optimization techniques. It may also demand more training data compared to traditional CNNs. However, ongoing research aims to address these challenges and improve the architecture's practicality.<\/p>"},{"question":"How can proxy servers be associated with CapsNet?","answer":"<p>Proxy servers play a crucial role in supporting CapsNet development and deployment. They aid in data collection, parallel processing for training, privacy and security of sensitive data, and global deployment of CapsNet-powered applications.<\/p>"},{"question":"What is the future outlook for CapsNet?","answer":"<p>Capsule Networks hold great promise for computer vision and beyond. The future may bring improved architectures, hardware acceleration, CapsNet for video analysis, and more applications across diverse industries. The ongoing research and innovations will continue to advance this revolutionary technology.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476170","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/476170\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467826"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=476170"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}