中國醫藥大學課程查詢系統

課程基本資料

系所 / 年級Department/Grade-Level

生物醫學影像暨放射科學學系碩士班 1年級

課號 / 班別Course Code

M1M000031 / A

學分數Credits

2 學分

選 / 必修Elective / Required

選修(Elective)

科目中文名稱Course Title (Chinese)

電腦輔助醫療影像分析

科目英文名稱Course Title (English)

Computer-aided medical image analysis

負責教師Instructor

施子卿(TZU-CHING SHIH)

開課期間Course Load

一學期

人數上限Enrollment Max.

70 人

已選人數Enrollment Taken

1 人

抽籤自動遞補等候人數Number of the waiting list after ballot

0 人

備註Memo

無。

可選學制 (availability)

大學部

不可選

二技部

不可選

碩士班

1年級至2年級

博士班

不可選

修讀他所『碩士班可供博士班下修課程』是否認列為博士班畢業學分，請先向所屬研究所確認，以免日後所修學分不予認列。

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教學綱要

課程概述Course Description

整合醫學影像重建、影像處理、計算流體力學、機器學習方法於醫學模擬分析

教學目標Course Objectives

整合醫學影像重建、影像處理、計算流體力學、機器學習方法於醫學模擬分析 The objective of this course is to introduce the applications of image reconstruction, image process, computational fluid dynamics method, machine learning in medicine with computer-aided medical image analysis.

先修科目Prerequisites

教學方式Teaching Methods

講課 Lecturing 習題練習 Exercise

評量方式Assessment

期末報告 Final report 出席狀況 Class attendance 課堂參與與表現 Class involvement

參考書目Reference

1. John D. Kelleher, Brian Mac Namee, Aoife D'Arcy, Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies (MIT Press) 1st Edition, ISBN-13: 978-0262029445, ISBN-10: 0262029448, 2015. 2. Qiang Li, Robert M. Nishikawa, Computer-Aided Detection and Diagnosis in Medical Imaging (Imaging in Medical Diagnosis and Therapy) 1st Edition, ISBN-13: 978-1439871768, ISBN-10: 1439871760, 2015.

教學進度Course Schedule

2019/02/20 電腦輔助醫療影像分析課程簡介 Introduction to computer-aided medical image analysis 施子卿(TZU-CHING SHIH)
2019/02/27 整合醫學影像三維重建與計算流體力學方法於模擬病人呼吸道流場計算 Numerical simulation analysis of the patient airway flow field based on integration of three-dimensional medical image reconstruction and computational fluid dynamics technique 施子卿(TZU-CHING SHIH)
2019/03/06 以都普勒超音波影像探討左心室輸出速度變化週期對冠狀動脈狹窄之影響: 計算流體力學分析 Effects of the pulsatile velocity profile of the left ventricular output tract using the Doppler ultrasound on blood flow of stenosed coronary artery: Computational fluid dynamics analysis 施子卿(TZU-CHING SHIH)
2019/03/13 機器學習簡介 Introduction to machine learning 施子卿(TZU-CHING SHIH)
2019/03/20 機器學習應用(I) Applications of Machine learning (I) 施子卿(TZU-CHING SHIH)
2019/03/27 機器學習應用(II) Applications of Machine learning (II) 施子卿(TZU-CHING SHIH)
2019/04/03 生物醫學訊號處理到特徵萃取 From signal processing to feature extraction 施子卿(TZU-CHING SHIH)
2019/04/10 監督式學習方法 Supervised learning methods 施子卿(TZU-CHING SHIH)
2019/04/17 期中考 Midterm Exam 施子卿(TZU-CHING SHIH)
2019/04/24 流體力學簡介 Introduction to Fluid Mechanics 施子卿(TZU-CHING SHIH)
2019/05/01 醫用流體力學簡介 Fluid Mechanics in Medicine 施子卿(TZU-CHING SHIH)
2019/05/08 計算流體力學於醫學上應用 Applications of computational fluid dynamics in medicine 施子卿(TZU-CHING SHIH)
2019/05/15 計算流力應用:血管瘤的電腦輔助醫療影像分析 Application of patient-specific computational fluid dynamics for patients with aneurysm: Computer-aided medical image analysis 施子卿(TZU-CHING SHIH)
2019/05/22 計算流力應用:睡眠呼吸中止症的電腦輔助醫療影像分析(I) Application of patient-specific computational fluid dynamics for sleep apnea syndrome patients: Computer-aided medical image analysis (I) 施子卿(TZU-CHING SHIH)
2019/05/29 計算流力應用:睡眠呼吸中止症的電腦輔助醫療影像分析(II) Application of patient-specific computational fluid dynamics for sleep apnea syndrome patients: Computer-aided medical image analysis (II) 施子卿(TZU-CHING SHIH)
2019/06/05 計算流力應用:氣管支架與血管支架輔助分析(I) Application of Patient-Specific Computational Fluid Dynamics for patients with airway/vascular Stent Implementations: Computer-aided medical image analysis (I) 施子卿(TZU-CHING SHIH)
2019/06/12 計算流力應用:氣管支架與血管支架輔助分析(II) Application of Patient-Specific Computational Fluid Dynamics for patients with airway/vascular Stent Implementations: Computer-aided medical image analysis (II) 施子卿(TZU-CHING SHIH)
2019/06/19 期末報告 Final Report 施子卿(TZU-CHING SHIH)