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Luận văn thạc sĩ Khoa học máy tính:  Phân đoạn ảnh tuyến tụy bằng phương pháp học sâu

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2.1.4 SIFT

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x ;iFÿӏQKNH\SRLQWWҥLPӛLYӏWUtPӝWP{KuQKFKLWLӃWÿѭӧFiSGөQJÿӇ[iFÿӏQKYӏWUtYjWӍOӋ&iFNH\SRLQWÿѭӧFFKӑQGӵDWUrQYLӋFÿROѭӡQJWtQKәQÿӏQKFӫDFK~QJ

x ;iF ÿӏQK Orientation PӝW KRһF QKLӅX orientation ÿѭӧF JiQ FKR PӛLkeypoint GӵD WUrQ LPDJH JUDGLHQW 7ҩW Fҧ FiF WtQK WRiQ WURQJ WѭѫQJ ODLWKӵFKLӋQWUrQGӳOLӋXҧQKÿmÿѭӧFFKX\ӇQÿәLVDQJ orientation, scale và location FӫDWӯQJ feature

x Keypoint descriptor: image gradient ÿѭӧF ÿR WKHR WӍ OӋ ÿm FKӑQ WURQJYQJ [XQJ TXDQK NH\SRLQW &K~QJ ÿҥL GLӋQ FKR PӭF ÿӝ ELӃQ GҥQJ YjWKD\ÿәLÿӝsáng

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2.1.5 Random Forest

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x 7KrPKjPQJүXQKLrQYjRTXiWUuQKKXҩQOX\ӋQFk\

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2.1.6 Precision và Recall

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7KӵFWӃ'ѭѫQJWtQK Âm tính

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&{QJWUuQKFӫD:DQJÿӅ[XҩWPӝWSKѭѫQJSKiSODQJWUX\ӅQQKmQWUrQFiFWLӇXYQJVӱGөQJrelative geodesic distances&iFKWLӃSFұQQj\ÿѭӧFFRLOjVӵNKӣLÿҫXÿӇSKiWWULӇQFiFSKѭѫQJSKiSSKkQÿRҥQҧQKERWWRP-up

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3.1.2 'ӳOLӋXÿҫXUD

ӬQJYӟLPӛL ҧQK'&7ÿҫX vào, P{KuQKVӁFKRUDPӝWWұSWLQD Yӟi cùng ÿӝSKkQJLҧLWұSWLQQj\FKӭDFiFSL[HOWѭѫQJӭQJYӟLҧQK'&7 ÿҫXYjRQKѭQJJLiWUӏPӛLSL[HOOjKRһFWѭѫQJӭQJYӟLFiFQKmQ³WX\ӃQWө\´KRһF³NK{QJWX\ӃQWө\´

3.2 3KkQÿRҥQҧQKWX\ӃQWө\EҵQJSKѭѫQJSKiSKӑFVkX

ĈӇJLҧLTX\ӃWEjLWRiQSKkQÿRҥQҧQKWX\ӃQWө\WiFJLҧ iSGөQJ SKѭѫQJSKiSWLӃSFұQVӱGөQJFKLӃQOѭӧFERWWRP-up [22] YӟLP{KuQKKRҥWÿӝQJÿѭӧFPLQKKӑDӣHình 3.1 0ӛL ҧQK&7FҳWOӟSÿҫXYjRVӁÿѭӧFSKkQ ÿRҥQWUѭӟFGӵDWUrQÿyPӝW

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