課程名稱 |
醫學影像處理 MEDICAL IMAGE PROCESSING |
開課學期 |
98-1 |
授課對象 |
電機資訊學院 資訊工程學研究所 |
授課教師 |
張瑞峰 |
課號 |
CSIE5120 |
課程識別碼 |
922 U3460 |
班次 |
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學分 |
3 |
全/半年 |
半年 |
必/選修 |
選修 |
上課時間 |
星期三3,4,@(10:20~) |
上課地點 |
資110 |
備註 |
總人數上限:55人 |
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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 |
Computers have become an integral part of medical imaging systems and are used for everything from data acquisition and image generation to image display and analysis. As the scope and complexity of imaging technology steadily increase, more advanced techniques are required to solve the emerging challenges. Medical Image Processing demonstrates the benefits reaped from the application of digital image processing, computer vision, and pattern analysis techniques to biomedical images, such as adding objective strength and improving diagnostic confidence through quantitative analysis. |
課程目標 |
瞭解超音波、CT、MRI等醫學影像處理與應用。
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課程要求 |
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預期每週課後學習時數 |
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Office Hours |
每週三 14:00~17:00 |
指定閱讀 |
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參考書目 |
Digital Image Processing for Medical Applications, Geoff Dougherty, Cambridge University Press, April 2009
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評量方式 (僅供參考) |
No. |
項目 |
百分比 |
說明 |
1. |
出席 |
10% |
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2. |
作業 |
30% |
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3. |
期末考 |
35% |
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4. |
期中考 |
35% |
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週次 |
日期 |
單元主題 |
第1週 |
9/16 |
Introduction |
第2週 |
9/23 |
Imaging systems |
第3週 |
9/30 |
ITK and VTK |
第4週 |
10/07 |
MIP software packages |
第5週 |
10/14 |
Medical images obtained with ionizing radiation |
第6週 |
10/21 |
Medical images obtained with non-ionizing radiation |
第7週 |
10/28 |
Fundamentals of digital image processing |
第8週 |
11/04 |
Image enhancement in the spatial domain |
第9週 |
11/11 |
Image enhancement in the frequency domain |
第10週 |
11/18 |
Image restoration |
第11週 |
11/25 |
Morphological image processing |
第12週 |
12/02 |
Image segmentation |
第13週 |
12/09 |
Feature recognition and classification |
第14週 |
12/16 |
Three-dimensional visualization |
第15週 |
12/23 |
Statistic analysis and SPSS |
第17週 |
1/06 |
期末考 |
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