R440, Astronomy-Mathematics Building, NTU
Speaker(s):
Cheng Ying Chou (National Taiwan University)
Weichung Wang (National Taiwan University)
Organizer(s):
Weichung Wang (National Taiwan University)
一、課程背景與目的:
This course helps students to learn the basic and latest concepts, algorithms, theories, and implementations in medical imaging. The course also introduces some applications in AI-based medical image analysis.
二、課程之大綱與講者:
• X-ray imaging systems
• Computed tomography (CT): reconstruction mathematics, multidetector CT and its applications
• Magnetic Resonance Imaging (MRI): theoretical basis, imaging techniques and system layout
• Nuclear Medicine: radioisotope imaging, Single-Photon Emission Computed Tomography (SPECT) and Positron Emission Tomography (PET)
• Ultrasound Imaging Systems
• Medical image data format (Digital Imaging and Communications in Medicine, DICOM)
• Image classification for chest X-ray via deep learning
• Image segmentation on 3D CT images via deep learning
• Image registration on 3D CT and MR images via geometry and optimization
三、課程詳細時間地點以及方式:
上課時間:2020/9/7-11 第七八九節
課堂參與,小考或作業:30%,個人或小組計畫:70%
Contact:
murphyyu@ncts.ntu.edu.tw