
{"id":232445,"date":"2025-11-21T17:22:41","date_gmt":"2025-11-21T18:22:41","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/"},"modified":"2025-12-24T13:01:50","modified_gmt":"2025-12-24T14:01:50","slug":"supercourse-0000005075","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc feature matching \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u062c\u0627\u0645\u0639 PDF \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f2\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f4\u06f0\u06f0\u06f0 \u06a9\u0648\u06cc\u06cc\u0632 + \u06f6\u06f0\u06f0\u06f0 \u0641\u0644\u0634 \u06a9\u0627\u0631\u062a (\u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062c\u0639\u0628\u0647 \u062d\u0627\u0641\u0638\u0647)"},"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;\">\ud83c\udf93 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639<\/h2>\n<\/p><\/div>\n<div style=\"margin-bottom: 30px;\">\n<h3 style=\"color: #333; margin-bottom: 15px;\">\ud83d\udcda \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0647<\/h3>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0639\u0646\u0648\u0627\u0646 \u062f\u0648\u0631\u0647:<\/strong> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc feature matching<\/p>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0645\u0648\u0636\u0648\u0639 \u06a9\u0644\u06cc:<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc<\/p>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u0627\u0646\u06cc:<\/strong> \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 (Computer Vision)<\/p>\n<\/div>\n<div style=\"margin-bottom: 30px;\">\n<h3 style=\"color: #333; margin-bottom: 15px;\">\ud83d\udccb \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647 (100 \u0645\u0648\u0636\u0648\u0639)<\/h3>\n<ul style=\"list-style-type: none; padding: 0;\">\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">1.<\/span> \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">2.<\/span> \u0627\u0635\u0648\u0644 \u062a\u0635\u0648\u06cc\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644: \u067e\u06cc\u06a9\u0633\u0644\u060c \u06a9\u0627\u0646\u0627\u0644 \u0648 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">3.<\/span> \u0641\u0636\u0627\u0647\u0627\u06cc \u0631\u0646\u06af\u06cc: RGB, HSV, Grayscale\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">4.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631: \u0641\u06cc\u0644\u062a\u0631\u0647\u0627\u060c \u0622\u0633\u062a\u0627\u0646\u0647\u200c\u06af\u0630\u0627\u0631\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">5.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc OpenCV \u0648 Scikit-image\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">6.<\/span> \u0646\u0635\u0628 \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc OpenCV \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">7.<\/span> \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc\u060c \u0646\u0645\u0627\u06cc\u0634 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">8.<\/span> \u062a\u063a\u06cc\u06cc\u0631 \u0627\u0646\u062f\u0627\u0632\u0647\u060c \u0628\u0631\u0634 \u0648 \u0686\u0631\u062e\u0634 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">9.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648\u06cc\u0698\u06af\u06cc (Feature) \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">10.<\/span> \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0648\u0636\u0639\u06cc (Local Features) \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0633\u0631\u0627\u0633\u0631\u06cc (Global Features)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">11.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">12.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SIFT (Scale-Invariant Feature Transform)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">13.<\/span> \u062a\u0634\u0631\u06cc\u062d \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SIFT: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">14.<\/span> \u062a\u0634\u0631\u06cc\u062d \u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SIFT: \u0645\u062d\u0627\u0633\u0628\u0647 \u0628\u0631\u062f\u0627\u0631 \u062a\u0648\u0635\u06cc\u0641\u06af\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">15.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 SURF (Speeded-Up Robust Features)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">16.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 SIFT \u0648 SURF: \u0633\u0631\u0639\u062a\u060c \u062f\u0642\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">17.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 ORB (Oriented FAST and Rotated BRIEF)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">18.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 SIFT\u060c SURF \u0648 ORB: \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0646\u0627\u0633\u0628\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">19.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc SIFT \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">20.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc SURF \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">21.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc ORB \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">22.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Matching \u0648 \u0647\u0645\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">23.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u0648\u06cc\u0698\u06af\u06cc: Nearest Neighbor\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">24.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u0648\u06cc\u0698\u06af\u06cc: Ratio Test\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">25.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0647\u0645\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u0648\u06cc\u0698\u06af\u06cc: Cross-Checking\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">26.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Nearest Neighbor Matching \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">27.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Ratio Test Matching \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">28.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Cross-Checking Matching \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">29.<\/span> \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">30.<\/span> \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc: Recall, Precision, F1-score\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">31.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0647\u0648\u0645 Homography \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">32.<\/span> \u0645\u062d\u0627\u0633\u0628\u0647 Homography \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0646\u0642\u0627\u0637 \u0647\u0645\u0633\u0627\u0646\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">33.<\/span> \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 RANSAC \u0628\u0631\u0627\u06cc \u062a\u062e\u0645\u06cc\u0646 Homography\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">34.<\/span> \u062d\u0630\u0641 Outlier\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 RANSAC\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">35.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Homography Estimation \u0628\u0627 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">36.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching: \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">37.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching: \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627\u0621\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">38.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching: \u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0633\u0647\u200c\u0628\u0639\u062f\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">39.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching: \u062b\u0628\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 (Image Registration)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">40.<\/span> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching: \u0645\u0648\u0632\u0627\u06cc\u06cc\u06a9 \u062a\u0635\u0627\u0648\u06cc\u0631 (Image Stitching)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">41.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">42.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">43.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u0648\u0632\u0627\u06cc\u06cc\u06a9 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">44.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">45.<\/span> M-SURF (Modified SURF)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">46.<\/span> BRISK (Binary Robust Invariant Scalable Keypoints)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">47.<\/span> AKAZE (Accelerated-KAZE)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">48.<\/span> FREAK (Fast Retina Keypoint)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">49.<\/span> COMPARE (COMPressed and Accelerated Re-sampling)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">50.<\/span> \u062a\u0634\u0631\u06cc\u062d \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 BRISK\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">51.<\/span> \u062a\u0634\u0631\u06cc\u062d \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 AKAZE\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">52.<\/span> \u062a\u0634\u0631\u06cc\u062d \u0627\u0635\u0648\u0644 \u06a9\u0627\u0631\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FREAK\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">53.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc BRISK\u060c AKAZE \u0648 FREAK\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">54.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc BRISK \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">55.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc AKAZE \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">56.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc FREAK \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">57.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">58.<\/span> \u062a\u0627\u062b\u06cc\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">59.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062e\u0648\u062f\u06a9\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">60.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">61.<\/span> \u0622\u0645\u0648\u0632\u0634 \u06cc\u06a9 Classifier \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u062e\u0648\u0628\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">62.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0635\u06cc\u0641\u06af\u0631\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 (Learned Descriptors)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">63.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">64.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CNN\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c Feature\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">65.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Siamese Networks \u0628\u0631\u0627\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">66.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Deep Matching Models: SuperPoint, D2-Net\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">67.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc SuperPoint \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">68.<\/span> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc D2-Net \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">69.<\/span> \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f Deep Matching Models\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">70.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc Feature Matching \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Deep Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">71.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc Feature Matching \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0646\u0648\u0631\u067e\u0631\u062f\u0627\u0632\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">72.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc Feature Matching \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0642\u06cc\u0627\u0633\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">73.<\/span> \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc Feature Matching \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u06cc\u062f\u06af\u0627\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">74.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0646\u0648\u0631\u067e\u0631\u062f\u0627\u0632\u06cc \u062f\u0631 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">75.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u0642\u06cc\u0627\u0633 \u062f\u0631 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">76.<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u06cc\u062f\u06af\u0627\u0647 \u062f\u0631 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">77.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0627\u0646\u0648\u0631\u0627\u0645\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">78.<\/span> \u0627\u06cc\u062c\u0627\u062f \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0627\u0646\u0648\u0631\u0627\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Homography\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">79.<\/span> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f Image Stitching \u0628\u0631\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0627\u0646\u0648\u0631\u0627\u0645\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">80.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching \u062f\u0631 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 (AR)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">81.<\/span> \u062b\u0628\u062a \u0627\u0634\u06cc\u0627\u0621 \u0645\u062c\u0627\u0632\u06cc \u062f\u0631 \u0635\u062d\u0646\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">82.<\/span> \u0631\u062f\u06cc\u0627\u0628\u06cc \u0646\u0634\u0627\u0646\u06af\u0631\u0647\u0627 (Markers) \u062f\u0631 AR \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">83.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0646\u0634\u0627\u0646\u06af\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">84.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching \u062f\u0631 \u0631\u0628\u0627\u062a\u06cc\u06a9\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">85.<\/span> \u0645\u0648\u0642\u0639\u06cc\u062a\u200c\u06cc\u0627\u0628\u06cc \u0648 \u0646\u0642\u0634\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 (SLAM) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">86.<\/span> \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06a9\u0627\u0646 \u0648 \u0646\u0627\u0648\u0628\u0631\u06cc \u0631\u0628\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">87.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631\u0628\u0631\u062f\u0627\u0631\u06cc \u067e\u0632\u0634\u06a9\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">88.<\/span> \u062b\u0628\u062a \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc (Medical Image Registration) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">89.<\/span> \u062a\u062d\u0644\u06cc\u0644 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0632\u0634\u06a9\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">90.<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">91.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc Caltech 101 \u0648 Oxford Buildings Dataset\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">92.<\/span> \u0645\u0639\u0631\u0641\u06cc \u0645\u0646\u0627\u0628\u0639 \u0648 \u0645\u0642\u0627\u0644\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">93.<\/span> \u0645\u0631\u0648\u0631 \u0622\u062e\u0631\u06cc\u0646 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">94.<\/span> \u0622\u06cc\u0646\u062f\u0647 Feature Matching \u0648 \u0631\u0648\u0646\u062f\u200c\u0647\u0627\u06cc \u0646\u0648\u0638\u0647\u0648\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">95.<\/span> \u062c\u0645\u0639 \u0628\u0646\u062f\u06cc \u0648 \u0646\u06a9\u0627\u062a \u067e\u0627\u06cc\u0627\u0646\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">96.<\/span> \u067e\u0631\u0648\u0698\u0647 \u0639\u0645\u0644\u06cc: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0634\u062e\u06cc\u0635 \u0634\u06cc\u0621 \u0628\u0627 Feature Matching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">97.<\/span> \u067e\u0631\u0648\u0698\u0647 \u0639\u0645\u0644\u06cc: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 Image Stitching\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">98.<\/span> \u067e\u0631\u0648\u0698\u0647 \u0639\u0645\u0644\u06cc: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0634\u06cc\u0621\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">99.<\/span> \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0648 \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">100.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Descriptors \u0648 Detectors \u062f\u0631 Feature Matching\n                    <\/li>\n<\/ul>\n<\/div>\n<div style=\"margin-bottom: 30px;\"><!DOCTYPE html><br \/>\n<html><br \/>\n<head><br \/>\n<title>\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u06a9\u0644\u06cc\u062f \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/title><br \/>\n<meta name=\"description\" content=\"\u0628\u0627 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 Feature Matching\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062e\u0648\u062f \u0631\u0627 \u0627\u0631\u062a\u0642\u0627 \u062f\u0647\u06cc\u062f. \u0627\u0632 \u0645\u0628\u0627\u0646\u06cc \u062a\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0647\u0645\u0631\u0627\u0647 \u0634\u0645\u0627 \u0647\u0633\u062a\u06cc\u0645.\"><br \/>\n<meta name=\"keywords\" content=\"Feature Matching, Computer Vision, \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631, \u0622\u0645\u0648\u0632\u0634 Feature Matching, \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching, \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc, \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc Feature Matching\"><\/p>\n<style>\nbody {\n  font-family: Arial, sans-serif;\n  line-height: 1.6;\n  margin: 20px;\n}\nh1, h2, h3 {\n  color: #333;\n}\n.highlight {\n  color: #e44d26;\n  font-weight: bold;\n}\n<\/style>\n<p><\/head><br \/>\n<body><\/p>\n<h1>\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u062f\u0631\u0648\u0627\u0632\u0647\u200c\u0627\u06cc \u0628\u0647 \u0633\u0648\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/h1>\n<p>\u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0647\u0633\u062a\u06cc\u062f\u061f \u0622\u06cc\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u06cc \u0627\u0632 \u0686\u06af\u0648\u0646\u06af\u06cc &#8220;\u062f\u06cc\u062f\u0646&#8221; \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0634\u06cc\u0627\u0621 \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648 \u0648\u06cc\u062f\u0626\u0648\u0647\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f\u061f \u0627\u06af\u0631 \u067e\u0627\u0633\u062e \u0634\u0645\u0627 \u0645\u062b\u0628\u062a \u0627\u0633\u062a\u060c \u062f\u0648\u0631\u0647 <span class=\"highlight\">&#8220;\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching&#8221;<\/span> \u062f\u0642\u06cc\u0642\u0627 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644\u0634 \u0647\u0633\u062a\u06cc\u062f! \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0633\u0637\u062d \u0645\u0628\u062a\u062f\u06cc \u0628\u0647 \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f\u062a\u0631\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u06cc\u0639\u0646\u06cc Feature Matching (\u062a\u0637\u0627\u0628\u0642 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627)\u060c \u0645\u06cc\u200c\u0631\u0633\u0627\u0646\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645\u060c \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc Feature Matching \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc (keypoints) \u0648 \u062a\u0648\u0635\u06cc\u0641\u06af\u0631\u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc (feature descriptors) \u062a\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u200c\u062a\u0631 \u0645\u0627\u0646\u0646\u062f SIFT, SURF \u0648 ORB \u0647\u0645\u0631\u0627\u0647\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062a\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621\u060c \u0631\u062f\u06cc\u0627\u0628\u06cc\u060c \u0648 \u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 (AR) \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0639\u0645\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2>\u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647<\/h2>\n<p>\u062f\u0648\u0631\u0647 &#8220;\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching&#8221; \u06cc\u06a9 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc Feature Matching \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0645\u0628\u062a\u062f\u06cc \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0633\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u0646\u0634 \u0642\u0628\u0644\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0627\u0631\u0646\u062f\u060c \u0645\u0646\u0627\u0633\u0628 \u0628\u0627\u0634\u062f. \u0645\u0627 \u0627\u0632 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<h2>\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<ul>\n<li>\u0645\u0628\u0627\u0646\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0627\u0647\u0645\u06cc\u062a Feature Matching<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc: Keypoints (\u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc) \u0648 Descriptors (\u062a\u0648\u0635\u06cc\u0641\u06af\u0631\u0647\u0627)<\/li>\n<li>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc: Corner Detection, Harris Corner Detector<\/li>\n<li>\u062a\u0648\u0635\u06cc\u0641 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627: SIFT, SURF, ORB \u0648 \u0627\u0646\u0648\u0627\u0639 \u062f\u06cc\u06af\u0631<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062a\u0637\u0627\u0628\u0642 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627: Brute-Force Matching, FLANN<\/li>\n<li>\u06a9\u0627\u0631\u0628\u0631\u062f Feature Matching \u062f\u0631: Object Detection, Image Stitching, 3D Reconstruction<\/li>\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627<\/li>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 OpenCV \u0648 Python<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/li>\n<\/ul>\n<h2>\u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u062f\u0648\u0631\u0647<\/h2>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0632\u06cc\u0631 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u062f\u0627\u0646\u0634\u062c\u0648\u06cc\u0627\u0646 \u0648 \u0641\u0627\u0631\u063a\u200c\u0627\u0644\u062a\u062d\u0635\u06cc\u0644\u0627\u0646 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0628\u0631\u0642 \u0648 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/li>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646\u06cc \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f \u0628\u0647 \u0648\u0631\u0648\u062f \u0628\u0647 \u062d\u0648\u0632\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0647\u0633\u062a\u0646\u062f<\/li>\n<li>\u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u0646\u062f<\/li>\n<li>\u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u0633\u0627\u062e\u062a \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u060c \u067e\u0647\u067e\u0627\u062f\u0647\u0627 \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631<\/li>\n<li>\u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06cc\u06a9 \u0645\u0647\u0627\u0631\u062a \u067e\u0631\u062a\u0642\u0627\u0636\u0627 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u0627\u0633\u062a<\/li>\n<\/ul>\n<h2>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u06af\u0630\u0631\u0627\u0646\u06cc\u0645\u061f<\/h2>\n<p>\u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u062f\u0648\u0631\u0647 &#8220;\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching&#8221;\u060c \u0634\u0645\u0627 \u0628\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0632\u06cc\u0631 \u062f\u0633\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u0627\u0641\u062a:<\/p>\n<ul>\n<li><span class=\"highlight\">\u06a9\u0633\u0628 \u062f\u0627\u0646\u0634 \u0639\u0645\u06cc\u0642<\/span>: \u062f\u0631\u06a9 \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching<\/li>\n<li><span class=\"highlight\">\u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/span>: \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/li>\n<li><span class=\"highlight\">\u0628\u0647\u0628\u0648\u062f \u0631\u0632\u0648\u0645\u0647 \u0648 \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0634\u063a\u0644\u06cc<\/span>: \u0627\u0641\u0632\u0627\u06cc\u0634 \u0634\u0627\u0646\u0633 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062f\u0631 \u0645\u0634\u0627\u063a\u0644 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/li>\n<li><span class=\"highlight\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u067e\u0631\u0648\u0698\u0647 \u0645\u062d\u0648\u0631<\/span>: \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062b\u0628\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/li>\n<li><span class=\"highlight\">\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u062a\u062e\u0635\u0635\u0627\u0646<\/span>: \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u0627\u0632 \u062a\u062c\u0631\u0628\u06cc\u0627\u062a \u0645\u062f\u0631\u0633\u0627\u0646 \u0628\u0627\u062a\u062c\u0631\u0628\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/li>\n<li><span class=\"highlight\">\u0622\u06cc\u0646\u062f\u0647\u200c\u0646\u06af\u0631\u06cc<\/span>: \u0648\u0631\u0648\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u0631\u0648\u0646\u0642 \u0648 \u0622\u06cc\u0646\u062f\u0647\u200c\u062f\u0627\u0631 \u0641\u0646\u0627\u0648\u0631\u06cc<\/li>\n<li><span class=\"highlight\">\u0633\u0627\u062e\u062a\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0634\u062e\u0635\u06cc<\/span>: \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0627\u06cc\u062c\u0627\u062f \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0634\u062e\u0635\u06cc \u0648 \u0627\u0631\u0627\u0626\u0647 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u0645\u0648\u0646\u0647 \u06a9\u0627\u0631<\/li>\n<\/ul>\n<h2>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<p>\u062f\u0648\u0631\u0647 &#8220;\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc Feature Matching&#8221; \u0634\u0627\u0645\u0644 100 \u0633\u0631\u0641\u0635\u0644 \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0628\u0627\u0646\u06cc \u062a\u0627 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u0645\u0631\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0646\u0647\u0627 \u0628\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<h3>\u0645\u0628\u0627\u0646\u06cc \u0648 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627<\/h3>\n<ul>\n<li>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 OpenCV<\/li>\n<li>\u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647<\/li>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631<\/li>\n<li>\u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0628\u0631 \u0631\u0648\u06cc \u062a\u0635\u0627\u0648\u06cc\u0631<\/li>\n<\/ul>\n<h3>\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc<\/h3>\n<ul>\n<li>Corner Detection<\/li>\n<li>Harris Corner Detector: \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645<\/li>\n<li>Shi-Tomasi Corner Detector<\/li>\n<li>FAST Algorithm<\/li>\n<li>\u0627\u0646\u062a\u062e\u0627\u0628 \u0646\u0642\u0627\u0637 \u06a9\u0644\u06cc\u062f\u06cc \u0645\u0646\u0627\u0633\u0628<\/li>\n<\/ul>\n<h3>\u062a\u0648\u0635\u06cc\u0641 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627<\/h3>\n<ul>\n<li>SIFT (Scale-Invariant Feature Transform)<\/li>\n<li>SURF (Speeded-Up Robust Features)<\/li>\n<li>ORB (Oriented FAST and Rotated BRIEF)<\/li>\n<li>BRIEF, BRISK, KAZE<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0648\u0635\u06cc\u0641\u06af\u0631<\/li>\n<\/ul>\n<h3>\u062a\u0637\u0627\u0628\u0642 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627<\/h3>\n<ul>\n<li>Brute-Force Matching<\/li>\n<li>FLANN (Fast Library for Approximate Nearest Neighbors)<\/li>\n<li>Cross-Check \u0648 Ratio Test<\/li>\n<li>\u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 Outliers<\/li>\n<li>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0646\u062a\u0627\u06cc\u062c \u062a\u0637\u0627\u0628\u0642<\/li>\n<\/ul>\n<h3>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Feature Matching<\/h3>\n<ul>\n<li>Object Detection (\u062a\u0634\u062e\u06cc\u0635 \u0627\u0634\u06cc\u0627\u0621)<\/li>\n<li>Image Stitching (\u062a\u0631\u06a9\u06cc\u0628 \u062a\u0635\u0627\u0648\u06cc\u0631)<\/li>\n<li>3D Reconstruction (\u0628\u0627\u0632\u0633\u0627\u0632\u06cc \u0633\u0647\u200c\u0628\u0639\u062f\u06cc)<\/li>\n<li>Motion Tracking (\u0631\u062f\u06cc\u0627\u0628\u06cc \u062d\u0631\u06a9\u062a)<\/li>\n<li>\u0648\u0627\u0642\u0639\u06cc\u062a \u0627\u0641\u0632\u0648\u062f\u0647 (AR)<\/li>\n<\/ul>\n<h3>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc<\/h3>\n<ul>\n<li>\u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Object Detection \u0628\u0627 Feature Matching<\/li>\n<li>\u062a\u0631\u06a9\u06cc\u0628 \u062a\u0635\u0627\u0648\u06cc\u0631 \u067e\u0627\u0646\u0648\u0631\u0627\u0645\u0627 \u0628\u0627 Feature Matching<\/li>\n<li>\u0633\u0627\u062e\u062a \u06cc\u06a9 \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 AR \u0633\u0627\u062f\u0647<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644\u0627\u062a<\/li>\n<li>\u0627\u0631\u0627\u0626\u0647 \u067e\u0631\u0648\u0698\u0647 \u0646\u0647\u0627\u06cc\u06cc<\/li>\n<\/ul>\n<h3>\u0645\u0628\u0627\u062d\u062b \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/h3>\n<ul>\n<li>Deep Learning \u0648 Feature Matching<\/li>\n<li>Feature Matching \u062f\u0631 \u0648\u06cc\u062f\u0626\u0648<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 GPU \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc<\/li>\n<li>\u0686\u0634\u0645\u200c\u0627\u0646\u062f\u0627\u0632 \u0622\u06cc\u0646\u062f\u0647 Feature Matching<\/li>\n<\/ul>\n<p>\u0648 \u062f\u0647\u200c\u0647\u0627 \u0633\u0631\u0641\u0635\u0644 \u062f\u06cc\u06af\u0631 \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 Feature Matching \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f!<\/p>\n<p><b>\u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u0642\u062f\u0645 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f!<\/b><\/p>\n<p><\/body><br \/>\n<\/html><\/div>\n<div style=\"background: #f0f8ff; border: 2px solid #4A90E2; border-radius: 8px; padding: 20px; margin: 30px 0;\">\n<h3 style=\"color: #1F3A5E; margin-bottom: 15px;\">\ud83d\udce6 \u0645\u062c\u0645\u0648\u0639\u0647 \u0634\u0627\u0645\u0644:<\/h3>\n<ul style=\"list-style-type: none; padding: 0; margin: 0;\">\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\"> \u2705 \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 PDF \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc \u062e\u0648\u062f\u0645\u0648\u0646\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u06f4 \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<\/ul><\/div>\n<div\r\n    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\udcda \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u06cc (\u067e\u06a9\u06cc\u062c \u06a9\u0627\u0645\u0644)<\/h2>\r\n    <div\r\n        style=\"background: #E8F5E9; border-radius: 12px; padding: 15px 20px; margin-bottom: 20px; border: 1px solid #A5D6A7;\">\r\n        <h3 style=\"color: #1B5E20; margin-top: 0;\">\ud83d\udca1 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u06cc\u06a9 \u0646\u0633\u062e\u0647\u0654 \u06a9\u0627\u0645\u0644 \u0648 \u062c\u0627\u0645\u0639 \u0627\u0633\u062a<\/h3>\r\n        <p style=\"font-size:16px; line-height:1.8; color:#2E7D32; margin:0;\"> \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9\r\n            \u0628\u0633\u062a\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\r\n    <\/div>\r\n    <h3 style=\"color: #2E7D32;\">\ud83c\udf81 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06a9\u0627\u0645\u0644 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/h3>\r\n\r\n\t\r\n<ul style=\"list-style-type: '\u2705 '; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li><strong>\u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0622\u0645\u0648\u0632\u0634 \u0642\u062f\u0645\u200c\u0628\u0647\u200c\u0642\u062f\u0645\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0642\u0627\u0628\u0644 \u0641\u0647\u0645<\/li>\r\n    <li><strong>\u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u062a\u0648\u0636\u06cc\u062d \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0646\u06a9\u0627\u062a \u062a\u06a9\u0645\u06cc\u0644\u06cc<\/li>\r\n    <li><strong>\u06a9\u062a\u0627\u0628 PDF \u0641\u0627\u0631\u0633\u06cc<\/strong> \u2014 \u0634\u0627\u0645\u0644 \u06a9\u0644\u06cc\u0647\u0654 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/li>\r\n    <li><strong>\u06a9\u062a\u0627\u0628 \u062e\u0644\u0627\u0635\u0647 \u0646\u06a9\u0627\u062a \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0648 \u067e\u0627\u062f\u06a9\u0633\u062a\u200c\u0647\u0627 \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0645\u0646\u0627\u0633\u0628 \u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639 \u0648 \u062c\u0645\u0639\u200c\u0628\u0646\u062f\u06cc \u0645\u0628\u0627\u062d\u062b<\/li>\r\n    <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062e\u0648\u062f\u0645\u0648\u0646\u06cc) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/li>\r\n    <li><strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0646\u06af\u0627\u0631\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u060c \u0639\u0644\u0645\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0686\u0627\u067e<\/li>\r\n\r\n    <li>\r\n        <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0634\u0631\u06cc\u062d\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n        \u2014 \u0647\u0631 \u0633\u0624\u0627\u0644 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0648 \u0634\u0641\u0627\u0641 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0631\u0641\u0639 \u0627\u0628\u0647\u0627\u0645.\r\n    <\/li>\r\n\r\n    <li>\r\n        <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639)<\/strong><br>\r\n        \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u067e\u0633 \u0627\u0632 \u0633\u0624\u0627\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062b\u0628\u06cc\u062a \u0645\u0637\u0627\u0644\u0628.\r\n    <\/li>\r\n\r\n    <li>\r\n        <strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc \u067e\u0627\u06cc\u0627\u0646\u200c\u0628\u062e\u0634)<\/strong><br>\r\n        \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u0622\u0632\u0645\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.\r\n    <\/li>\r\n\r\n    <li>\r\n        <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062f\u0631\u0633\u062a \/ \u0646\u0627\u062f\u0631\u0633\u062a (True \/ False) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n        \u2014 \u0645\u0646\u0627\u0633\u0628 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0642\u062a \u0645\u0641\u0647\u0648\u0645\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0635\u062d\u06cc\u062d \u06cc\u0627 \u0646\u0627\u062f\u0631\u0633\u062a \u0628\u0648\u062f\u0646 \u06af\u0632\u0627\u0631\u0647\u200c\u0647\u0627.\r\n    <\/li>\r\n\r\n    <li>\r\n        <strong>\u06a9\u062a\u0627\u0628 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u062c\u0627\u06cc \u062e\u0627\u0644\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n        \u2014 \u062a\u0642\u0648\u06cc\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0641\u0639\u0627\u0644 \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc.\r\n    <\/li>\r\n<\/ul>\r\n\t\r\n\t\r\n\t\r\n\t\r\n    <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\"> \ud83c\udfaf \u0627\u06cc\u0646 \u0628\u0633\u062a\u0647 \u06cc\u06a9 \u062f\u0648\u0631\u0647\u0654 \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0645\u0644 \u0648\r\n        \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634 \u062a\u0635\u0648\u06cc\u0631\u06cc\u060c \u0635\u0648\u062a\u06cc\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u060c \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627   \u0648 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc . <\/p>\r\n    <hr style=\"border: none; border-top: 1px dashed #81C784; margin: 20px 0;\">\r\n    <h3 style=\"color: #2E7D32;\">\u2139\ufe0f \u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u06cc\u062f<\/h3>\r\n    <ul style=\"list-style-type: '\ud83d\udd38 '; padding-left: 20px; font-size: 15px; line-height: 1.9;\">\r\n        <li>\u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a <strong>\u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u06a9\u0627\u0645\u0644<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0646\u0633\u062e\u0647\u0654 \u0686\u0627\u067e\u06cc \u0646\u062f\u0627\u0631\u062f.<\/li>\r\n        <li>\u062a\u0645\u0627\u0645\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627 <strong>\u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0647\u0633\u062a\u0646\u062f.<\/li>\r\n        <li><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0637\u06cc <strong>\u06f4\u06f8 \u0633\u0627\u0639\u062a<\/strong> \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\r\n        <li>\u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062f\u0631\u062c \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0646\u06cc\u0633\u062a\u061b \u0627\u0645\u0627 \u0628\u0631\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\r\n        <li>\u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u0645\u0634\u06a9\u0644 \u062f\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\r\n        <li>\u0627\u06af\u0631 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648\u0644\u06cc \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0648 \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627\r\n            \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.<\/li>\r\n    <\/ul>\r\n    <p style=\"font-size: 16px; line-height: 1.8; margin-top: 15px;\"> \ud83d\udcac \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<br> \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u06cc\u0627 \u067e\u06cc\u0627\u0645\u06a9:\r\n        <strong>09395106248<\/strong><br> \u062a\u0644\u06af\u0631\u0627\u0645: <strong>@ma_limbs<\/strong> <\/p>\r\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u06a9\u0644\u06cc\u062f \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u062f\u0631\u0648\u0627\u0632\u0647\u200c\u0627\u06cc \u0628\u0647 \u0633\u0648\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639&#8230;<\/p>\n","protected":false},"featured_media":67493,"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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[196,213465,1221],"product_tag":[1841,184786,213467,46352,1148,713,1238,46349,213466,716,672,1138,213468,1013],"class_list":{"0":"post-232445","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-196","7":"product_cat---computer-vision","8":"product_cat-1221","9":"product_tag-computer-vision","10":"product_tag-feature-matching","11":"product_tag-feature-matching-algorithms","12":"product_tag-feature-extraction","13":"product_tag-image-processing","14":"product_tag-programming","15":"product_tag-1238","16":"product_tag-46349","17":"product_tag--feature-matching","18":"product_tag-716","19":"product_tag-672","20":"product_tag-1138","21":"product_tag-213468","22":"product_tag-1013","23":"pmpro-has-access","24":"desktop-align-left","25":"tablet-align-left","26":"mobile-align-left","28":"first","29":"instock","30":"shipping-taxable","31":"purchasable","32":"product-type-variable"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u06a9\u062a\u0627\u0628 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc feature matching \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u062c\u0627\u0645\u0639 PDF \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f2\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f4\u06f0\u06f0\u06f0 \u06a9\u0648\u06cc\u06cc\u0632 + \u06f6\u06f0\u06f0\u06f0 \u0641\u0644\u0634 \u06a9\u0627\u0631\u062a (\u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062c\u0639\u0628\u0647 \u062d\u0627\u0641\u0638\u0647) - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u06a9\u062a\u0627\u0628 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc feature matching \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u062c\u0627\u0645\u0639 PDF \u0641\u0627\u0631\u0633\u06cc + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f2\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 + \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc PDF \u0641\u0627\u0631\u0633\u06cc \u06f4\u06f0\u06f0\u06f0 \u06a9\u0648\u06cc\u06cc\u0632 + \u06f6\u06f0\u06f0\u06f0 \u0641\u0644\u0634 \u06a9\u0627\u0631\u062a (\u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062c\u0639\u0628\u0647 \u062d\u0627\u0641\u0638\u0647) - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u06a9\u0644\u06cc\u062f \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc Feature Matching: \u062f\u0631\u0648\u0627\u0632\u0647\u200c\u0627\u06cc \u0628\u0647 \u0633\u0648\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0622\u06cc\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-24T14:01:50+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/express24.ir\/d\/wp-content\/uploads\/2025\/05\/Express24_ir.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/\",\"url\":\"https:\/\/express24.ir\/d\/product\/supercourse-0000005075\/\",\"name\":\"\u06a9\u062a\u0627\u0628 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 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