{"id":224890,"date":"2025-11-03T03:46:35","date_gmt":"2025-11-03T04:46:35","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2201-08951\/"},"modified":"2025-11-03T03:46:35","modified_gmt":"2025-11-03T04:46:35","slug":"2201-08951","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2201-08951\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0628\u0635\u0631\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc<\/h2>\n<\/p><\/div>\n<table class=\"paper-info-table\" border=\"1\" cellpadding=\"10\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse; direction: rtl;\">\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right; width: 35%;\">\u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa; font-weight: bold;\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0628\u0635\u0631\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646<\/th>\n<td style=\"text-align: right; background-color: #ffffff;\">Prarthana Bhattacharyya, Chenge Li, Xiaonan Zhao, Istv\u00e1n Feh\u00e9rv\u00e1ri, Jason Sun<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0644\u0645\u06cc<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa;\">Computer Vision and Pattern Recognition,Machine Learning<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcd8 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li>\u0634\u0627\u0645\u0644 <strong>\u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 (PDF \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/strong><\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0641\u0627\u06cc\u0644 PDF \u062a\u0648\u0636\u06cc\u062d \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646<\/li>\r\n    <li>\u062f\u0627\u0631\u0627\u06cc <strong>\u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u062a\u0648\u0636\u06cc\u062d \u06a9\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83c\udfaf \u0647\u0645\u0647\u200c\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.\r\n  <\/p>\r\n  <p style=\"font-size: 16px; line-height: 1.8;\">\r\n    \u0686\u0646\u0627\u0646\u0686\u0647 \u062f\u0631 <strong>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \r\n    <strong>09395106248<\/strong> \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \r\n    <strong>@ma_limbs<\/strong> \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0641\u0648\u0631\u0627\u064b \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.\r\n  <\/p>\r\n<\/div>\r\n\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<style>\n.violin-complex-pieces h1 { text-align: center; font-size: 2.8rem; color: #1F3A5E; margin-bottom: 24px; }\n.violin-complex-pieces h2 { position: relative; font-size: 1.9rem; color: #243A5E; margin-top: 36px; margin-bottom: 16px; padding-bottom: 6px; }\n.violin-complex-pieces h2::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 60px; height: 4px; background: linear-gradient(90deg,#4A90E2,#50E3C2); border-radius: 2px; }\n.section-box { background: #F7F9FC; border: 1px solid #E0E4E8; border-radius: 8px; padding: 24px; margin-top: 20px; transition: transform 0.2s, box-shadow 0.2s; }\n.section-box:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(42,77,102,0.1); }\n.section-box p, .section-box ul { margin-bottom: 12px; }\nul { margin-left: 24px; }\nul li { margin-bottom: 8px; }\n.highlight { background: #EAF4FF; color: #1F3A5E; padding: 3px 6px; border-radius: 4px; font-weight: bold; }\n<\/style>\n<h1>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0628\u0635\u0631\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647<\/h1>\n<div class=\"section-box\">\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0635\u0648\u06cc\u0631\u06cc \u0628\u0647 \u0637\u0648\u0631 \u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a. \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644\u060c \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0633\u062a\u06cc\u060c \u0641\u0631\u0627\u06cc\u0646\u062f\u06cc \u0632\u0645\u0627\u0646\u200c\u0628\u0631\u060c \u067e\u0631\u0647\u0632\u06cc\u0646\u0647 \u0648 \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0648\u0627\u0631\u062f\u060c \u063a\u06cc\u0631\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u062c\u0633\u062a\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 (\u06cc\u0627 \u0628\u0627 \u0628\u0631\u0686\u0633\u0628 \u06a9\u0645) \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0648 \u0642\u0627\u0628\u0644 \u062a\u0639\u0645\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f. \u0645\u0642\u0627\u0644\u0647 &#8220;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0628\u0635\u0631\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647&#8221; \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/p><\/div>\n<h2>\u0627\u0647\u0645\u06cc\u062a \u0645\u0642\u0627\u0644\u0647<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0627\u0632 \u0686\u0646\u062f \u062c\u0646\u0628\u0647 \u062f\u0627\u0631\u0627\u06cc \u0627\u0647\u0645\u06cc\u062a \u0627\u0633\u062a:<\/p>\n<ul>\n<li><b>\u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0633\u062a\u06cc:<\/b> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0633\u062a\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><b>\u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627:<\/b> \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u0631\u0641\u062a\u0647\u200c\u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc\u060c \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0627\u0632 \u062a\u0639\u0645\u06cc\u0645\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631\u0646\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u062e\u0648\u0628\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0648 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0639\u0645\u0644 \u06a9\u0646\u0646\u062f.<\/li>\n<li><b>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639:<\/b> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631\u060c \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621.<\/li>\n<\/ul><\/div>\n<h2>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0633\u0637 <span class=\"highlight\">Prarthana Bhattacharyya, Chenge Li, Xiaonan Zhao, Istv\u00e1n Feh\u00e9rv\u00e1ri,<\/span> \u0648 <span class=\"highlight\">Jason Sun<\/span> \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u062d\u0648\u0632\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u062a\u062c\u0631\u0628\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0644\u06af\u0648 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<\/p><\/div>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc (SSL-ViTs) \u0628\u0631\u0627\u06cc \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u0645\u0647\u0645 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0631 \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f: \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0645 \u0646\u0645\u0648\u0646\u0647 (few-shot image classification) \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u0631 \u0646\u0645\u0648\u0646\u0647 (zero-shot image retrieval). \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u06a9\u0627\u0647\u0634 \u062a\u0639\u062f\u0627\u062f \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0628\u0635\u0631\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc \u0648 \u0645\u0639\u0646\u0627\u062f\u0627\u0631 \u0627\u0632 \u0646\u0638\u0631 \u0645\u0639\u0646\u0627\u06cc\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0645 \u0646\u0645\u0648\u0646\u0647\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 SSL-ViT\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0633\u067e\u0633\u060c \u0627\u06cc\u0646 \u0633\u06cc\u0633\u062a\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u0637\u0628\u0627\u0642 \u0633\u0631\u06cc\u0639 \u0628\u0627 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0645\u062d\u062f\u0648\u062f\u06cc \u0627\u0632 \u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u0631 \u0646\u0645\u0648\u0646\u0647\u060c SSL-ViT\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0628\u0631\u0686\u0633\u0628\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0647\u062f\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0631\u06cc\u06a9 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0648 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0627\u0631\u0646\u062f. \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635\u060c \u062f\u0631 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0645 \u0646\u0645\u0648\u0646\u0647\u060c \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc\u06cc \u062a\u0627 6% \u062a\u0627 10% \u062f\u0631 miniImageNet \u0648 CUB200 \u062d\u0627\u0635\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u0631 \u0646\u0645\u0648\u0646\u0647\u060c \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc\u06cc \u062a\u0627 4% \u062a\u0627 11% \u062f\u0631 Stanford Online Products\u060c Cars196 \u0648 CUB200 \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<h2>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<div class=\"section-box\">\n<p>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0628\u0631 \u062f\u0648 \u067e\u0627\u06cc\u0647 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0648\u0627\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><b>\u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc (SSL-ViTs):<\/b> \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u060c \u0646\u0648\u0639\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0632 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u062a\u0648\u062c\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u06cc\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062a\u0635\u0648\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0633\u062a\u06cc\u060c \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0686\u0631\u062e\u0634 \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0631\u0646\u06af \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631\u060c \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f \u0648 \u0633\u067e\u0633 \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f \u06a9\u0647 \u0646\u0633\u062e\u0647 \u0627\u0635\u0644\u06cc \u0631\u0627 \u0627\u0632 \u0628\u06cc\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631\u06cc\u0627\u0641\u062a\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f.<\/li>\n<li><b>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u062a\u0631\u06cc\u06a9:<\/b> \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0628\u0647 \u0634\u0628\u06a9\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0634\u0628\u0627\u0647\u062a \u0628\u06cc\u0646 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0647\u0645 \u0646\u0632\u062f\u06cc\u06a9\u200c\u062a\u0631 \u0628\u0627\u0634\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u06cc\u062f \u0627\u0632 \u0647\u0645 \u062f\u0648\u0631\u062a\u0631 \u0628\u0627\u0634\u0646\u062f. \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631\u060c \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0632\u06cc\u0627\u0646 \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f Triplet Loss \u06cc\u0627 Contrastive Loss \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0634\u0627\u0645\u0644 \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 SSL-ViT\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628\u060c \u0648 \u0633\u067e\u0633 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0622\u0646\u0647\u0627 \u0628\u0627 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\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 SSL-ViT \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0645\u062e\u062a\u0644\u0641 (\u0645\u0627\u0646\u0646\u062f ImageNet) \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0628\u0631\u0686\u0633\u0628\u06cc \u067e\u06cc\u0634\u200c\u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645. \u0633\u067e\u0633\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0639\u062f\u0627\u062f \u06a9\u0645\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 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href=\"https:\/\/github.com\/AutoVision-cloud\/SSL-ViT-lowlabel-highdata\">GitHub<\/a> \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0627\u0632\u0646\u0645\u0627\u06cc\u06cc \u0628\u0635\u0631\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u062e\u0648\u062f\u0646\u0638\u0627\u0631\u062a\u06cc \u0628\u0631\u0627\u06cc \u0631\u0698\u06cc\u0645 \u06a9\u0645\u200c\u0628\u0631\u0686\u0633\u0628 \u0648 \u067e\u0631\u062f\u0627\u062f\u0647 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Prarthana Bhattacharyya, [&hellip;]<\/p>\n","protected":false},"featured_media":208799,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_brand":[],"product_cat":[137319,137318],"product_tag":[107,143837,1841,1338,1840,137821,190816,41437,1148,190817,190815,35177,1145,1843,142779,190818,190814,137421,91325,31303,141737,189032,190813,46349,100494,141907,140066,171226,189029,1834,1138,142963,29461,190808,173193,71375,190810,144297,190809,1835,190812,190811,261,190807,31299,137412,674,267,140084],"class_list":["post-224890","product","type-product","status-publish","has-post-thumbnail","product_cat-arxiv","product_cat-137318","product_tag-artificial-intelligence","product_tag-attention-mechanisms","product_tag-computer-vision","product_tag-data","product_tag-deep-learning","product_tag-feature-extraction-2","product_tag-high-data","product_tag-image-classification","product_tag-image-processing","product_tag-low-label","product_tag-low-label-regime","product_tag-machine-learning-algorithms","product_tag-neural-networks","product_tag-object-detection","product_tag-representation","product_tag-scalable-learning","product_tag-self-supervised-attention","product_tag-self-supervised-learning","product_tag-semi-supervised-learning","product_tag-unsupervised-learning","product_tag-vision-transformers","product_tag-visual","product_tag-visual-representation-learning","product_tag-46349","product_tag-100494","product_tag-141907","product_tag-140066","product_tag-171226","product_tag-189029","product_tag-1834","product_tag-1138","product_tag-142963","product_tag-29461","product_tag-190808","product_tag-173193","product_tag-71375","product_tag-190810","product_tag-144297","product_tag-190809","product_tag-1835","product_tag-190812","product_tag-190811","product_tag-261","product_tag-190807","product_tag-31299","product_tag-137412","product_tag-674","product_tag-267","product_tag-140084","pmpro-has-access","desktop-align-left","tablet-align-left","mobile-align-left","first","instock","downloadable","virtual","purchasable","product-type-simple"],"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/224890","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=224890"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/208799"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=224890"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_brand?post=224890"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=224890"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=224890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}