課程名稱 |
醫學影像分析 Medical Image Analysis |
開課學期 |
104-2 |
授課對象 |
工學院 醫學工程學研究所 |
授課教師 |
陳中明 |
課號 |
Biomed7019 |
課程識別碼 |
548 M0430 |
班次 |
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學分 |
3 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期一2,3,4(9:10~12:10) |
上課地點 |
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備註 |
本課程中文授課,使用英文教科書。教室:基醫505。 總人數上限:20人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1042Biomed7019_ |
課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
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課程概述 |
This course has been designed as a topic-driven learning course. The focus of this semester is on 2D and 3D segmentation techniques for various medical applications. Segmentation is an essential process for most quantitative medical image analyses, e.g., tumor characterization, brain function analysis, vessel analysis, etc. The classes will be divided into two parts. In the first part, the instructor will present background knowledge for such widely-used techniques as deformable models, level set methods, watershed transformation based approaches, wavelet transformation based approaches, morphological operators, and so on. In the second part, each student will be required to present a paper on image segmentation. Furthermore, the students will be teamed up into two or three groups, each of which needs to solve a practical medical problem by implementing the state-of-the-art segmentation techniques. |
課程目標 |
Getting acquainted with the state-of-the-art segmentation techniques for medical images |
課程要求 |
Developing a program for a real clinical problem |
預期每週課後學習時數 |
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Office Hours |
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指定閱讀 |
無 |
參考書目 |
Fundamentals of Digital Image Processing, by A. J. Jain, 1989. Publisher:
Prentice Hall. |
評量方式 (僅供參考) |
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週次 |
日期 |
單元主題 |
第1週 |
2/22 |
Introduction(核心能力:2,3,4) |
第2週 |
2/29 |
Basic Transformation Techniques(核心能力:2,3,4) |
第3週 |
3/07 |
Basics of Medical Images(核心能力:2,3,4) |
第4週 |
3/14 |
Image Segmentation(核心能力:2,3,4) |
第5週 |
3/21 |
Term project proposal(核心能力:2,3,4) |
第6週 |
3/28 |
Term project proposal (核心能力:2,3) |
第7週 |
4/04 |
Term project proposal (核心能力:2,3,4) |
第8週 |
4/11 |
Term project proposal |
第9週 |
4/18 |
Term project proposal |
第10週 |
4/25 |
Term project proposal |
第11週 |
5/02 |
Term project proposal |
第12週 |
5/09 |
Term project proposal |
第13週 |
5/16 |
Term project proposal |
第14週 |
5/23 |
Term project proposal |
第15週 |
5/30 |
Term project proposal |
第16週 |
6/06 |
Term project proposal |
第17週 |
06/13 |
Term project oral presentation |
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