教學大綱與進度
課程基本資料:
學年期
課號
課程名稱
階段
學分
時數
修
教師
班級
人
撤
備註
103-1
200031
數位影像處理
1
3.0
3
★
駱榮欽
電子所
12
0
教學大綱與進度:
教師姓名
駱榮欽
Email
rclo@ntut.edu.tw
最後更新時間
2014-06-13 06:36:17
課程大綱
1. Introduction 2. Digital Image Fundamentals 2.1 Elements of Visual Perception 2.2 Light and the Electromagnetic Spectrum: Photometry and colorimetry (彩色影像) 2.3 Image Sensing and Acquistion 2.4 Image Sampling and Quantization 2.5 Some Basic Relationships Between Pixels 2.6 Linear and Nonlinear Operations 2.7 Some basic transformations perspective and stereo transformations (透視立體成像) 3. Image Transforms 3.1 Discrete Fast Fourier Transform (FFT) 3.2 Walsh Transform 3.3 Hadamard Transform 3.4 Discrete Consine Transform 3.5 Haar Transform 3.6 Slant Transform 3.7 Hotelling Transform 3.8 Hough Transform 3.9 Wavelets and Multi-resolution Processing 4. Image Processing(in Narrow Sense) 4.1 Image Digitizing (數位化) 4.2 Image Compression (壓縮):JPEG , MPEG , General Compression 4.3 Image Enhancement (改進) 4.4 Image Restoration (復原) 4.5 Image Reconstruction (重建)–Computerized Tomography (CT, 斷層掃描)、Medical Image (醫學影像) 4.6 Color Image Processing 4.7 MorphologicalImage Processing 5. Image Analysis(in broad sense) includes the study of: 5.1 Image Segmentation (分割) 5.2 Image Matching (比對) 5.3 Image Representation (表示) 5.4 Image Description (描述) 5.5 Image Classification and Recognition (辨認) 6. Computer Vision 6.1 2D/3D Machine Vision (機器視覺) 6.2 Scene Analysis (影物分析) 6.3 Image Understanding (影像理解) 6.4 Robot motion and Path planning (機器人運動和路徑規劃) 6.5 Optical flow (光流場) 7. Medical Imaging 7.1 Dicom Image and HL7Image with Ionizing Radiation – X-Ray CT, Single Photon Emission CT (SPECT), Positron Emission Tomography (PET), Cardiovascular CT (CVCT) 7.2 Magnetic Resonance Imaging (MRI) 7.3 Ultrasound and Ultrasonic Imaging 7.4 Biomagnetic Imaging – Encephalography (EEG) and Magnetoencepphalography (MEG) 7.5 Infra-red Imaging – Thermography (熱攝影) 7.6 3D Image Reconstruction and Section Projection 8. Optical information processing in image 8.1 Optical computing in image processing 8.2 JFT in pattern Recognition 8.3 Laser in medical image processing 9. Image transfer and communication (影像傳輸與通信)
課程進度
1. Introduction (1 週) 2. Digital Image Fundamentals (2~3週) 3. Image Transforms (4~6) 4. Image Processing(in Narrow Sense) (7~10) 5. Image Analysis(in broad sense) (11~13) 6. Computer Vision (14~16) 7. Medical Imaging(17) 8. Optical information processing in image(18) 9. Image transfer and communication (影像傳輸與通信) (19)
評量方式與標準
1. 期中考(MId-Exam.) (上台報告或交報告) 1/3 2. 期末考(Final-Exam.) (presentation or report) 1/3 3. 作業(Homework) (3~4次) 1/3
使用教材、參考書目或其他
【遵守智慧財產權觀念,請使用正版教科書,不得使用非法影印教科書】
使用外文原文書:
上課教材(Lecture handouts): 1. 上課講義 (Powerpoint); 教科書(Textbook): 2. Digital Image Processing , R.C. Gonzalez and R.E. Woods, 2nd Edition (開發) 參考書目(Reference books): 3. 影像處理與電腦視覺,鍾國原 (東華) 4. Image Processing, Analysis and Machine Vision M. Sonka, V. Hlavac and R. Boyle (歐亞) 5. Digital Image Processing, Azriel Rosenfeld and Avinash C. Kak, 2nd Edition 上下冊 (開發) 6. MIT (OOPS Lecture Material): Pattern Recognition for Vision, B. Heisele, Y. Ivanov, T. Poggio 7. Foundations of Medical Imaging, Zang-Hee Cho, Joie P. Jones, and Manbir Singh (巨擘) 8. 醫學影像物理學,莊克士 (合記)
課程諮詢管道
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