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 2年級
課號 / 班別Course Code
20U000196 / 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)
醫學影像分析
科目英文名稱Course Title (English)
Medical image analysis
負責教師Instructor
程大川(Da-Chuan Cheng)
開課期間Course Load
一學期
人數上限Enrollment Max.
60 人
已選人數Enrollment Taken
19 人
抽籤自動遞補等候人數Number of the waiting list after ballot
0 人
備註Memo
AI醫療學程必修、醫工學程選修。
可選學制 (availability)
大學部
2年級 至4年級
二技部
不可選
碩士班
不可選
博士班
不可選

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教學綱要
課程概述Course Description
Neural network CNN Faster R CNN dynamic programming high-pass filter, Image description Active contour model Edge-based image segmentation Region-based image segmentation Image restoration
教學目標Course Objectives
本課程目標為介紹醫學影像處理及分析的基礎知識及技術。 In this lecture some basic knowledge and technique will be issued. The goal of this lecture is teaching students some techniqe of medical image processing and medical image analysis
先修科目Prerequisites
None
教學方式Teaching Methods
同步教學(使用虛擬教室如:Moodle同步教室、Google Meet、Microsoft Classroom等) Synchronous Online Learning 線上教學(如磨課師、翻轉教學) Online teaching, e.g., MOOCs, Flipped classroom, SPOCs 講課 Lecturing 學生實作 Student hands-on practice 學生上台報告、角色演練 Oral presentation, Role playing
評量方式Assessment
期中報告 Midterm report 期末報告 Final report 出席狀況 Class attendance 課堂參與與表現 Class involvement
midterm report 50% final report 50%
參考書目Reference
Image processing, principles and applications Tinku Acharya and Ajoy K. Ray, Wiley-Interscience Digital image processing using matlab, Rafael C. Gonzalez and Richard E. Woods,
教學進度Course Schedule
2024/02/25 簡介 (線上授課) Introduction to this lecture and image processing (online teaching) 程大川(Da-Chuan Cheng)
2024/03/03 濾波器 (線上授課) filter (online teaching) 程大川(Da-Chuan Cheng)
2024/03/10 神經網路簡介 (線上授課) Introduction to neural network (online teaching) 程大川(Da-Chuan Cheng)
2024/03/17 動態規劃, MacLeod filter (線上授課) Dynamic programming, MacLeod filer (online teaching) 程大川(Da-Chuan Cheng)
2024/03/24 圓擬合、曲線擬合 (線上授課) Circle fitting, Curve fitting (online teaching) 程大川(Da-Chuan Cheng)
2024/03/31 極座標轉換 (線上授課) polar transform (online teaching) 程大川(Da-Chuan Cheng)
2024/04/07 CNN 醫學影像處理實例 (線上授課) Some medical image processing examples using CNN (online teaching) 程大川(Da-Chuan Cheng)
2024/04/14 Practice (Midterm) (線上授課) Practice (Midterm) (online teaching) 程大川(Da-Chuan Cheng)
2024/04/21 期中報告 (線上授課) Midterm report (online teaching) 程大川(Da-Chuan Cheng)
2024/04/28 影像有興趣區域分析(線上授課) Image ROI analysis(online teaching) 程大川(Da-Chuan Cheng)
2024/05/05 影像雜訊分析(線上授課) Image noise analysis(online teaching) 程大川(Da-Chuan Cheng)
2024/05/12 影像紋理分析(線上授課) Image texture analysis(online teaching) 程大川(Da-Chuan Cheng)
2024/05/19 霍夫轉換(線上授課) Hough transform (online teaching) 程大川(Da-Chuan Cheng)
2024/05/26 分類與分叢(線上授課) classification and clustering (online teaching) 程大川(Da-Chuan Cheng)
2024/06/02 區域成長法(線上授課) Region growing(online teaching) 程大川(Da-Chuan Cheng)
2024/06/09 影像立體重建與描繪(線上授課) Image 3D reconstruction(online teaching) 程大川(Da-Chuan Cheng)
2024/06/16 期末報告(線上授課) Final report(online teaching) 程大川(Da-Chuan Cheng)
2024/06/23 期末報告(線上授課) Final report(online teaching) 程大川(Da-Chuan Cheng)