Week 1 : 03/03 About this course (王，李)
Week 1 : 03/03 About this course (王，李)
Embedded Files
Lecture Note: About this course (GSlide, PDF). Introduction (GSlide, PDF), extra tutorial reading. OpenCV (PDF 2016, official web site, resources)
Homework : EX1 Create your web site
Readings :
- 電腦視覺：一場做了五十年的暑假作業，2019
- Part 1: Introduction to Computer Vision, 2019
- Part 2: Overview of Computer Vision methods, 2019
- How computers learn to recognize objects instantly | Joseph Redmon, TED, 2017 (VoiceTube)
- What is Computer Vision? by K. Feber, 2017
- Computer Vision Stories, Science Daily
- Computer Vision, Wikipedia
Week 2 : 03/10 Image Filtering (王)
Week 2 : 03/10 Image Filtering (王)
Lecture Note : Image Filtering (GSlide, PDF, Video), CV Applications: Computational Photography
Homework : EX2 OpenCV installation
Readings :
- Chapter 6 Filtering the images, OpenCV 3 computer vision application programming cookbook. R. Laganière, Packt Publishing, 2017
Week 3 : 03/17 Edge Detection (王)
Week 3 : 03/17 Edge Detection (王)
Lecture Note : Edge Detection (GSlide, PDF)
Homework : P1 Manipulating Pixels
Readings :
- Chapter 5 Edge Detection, Machine Vision, R. Jain, R. Kasturi, B.G. Schunck, McGraw-Hill, Inc., 1995
- Chapter 5 Edge Detection, Computer and Machine Vision: Theory, Algorithms, Practicalities, Fourth Edition, E.R. Davies, Academic Press, 2012
- Local edge detection, R.S. Gaborski, 2001
- Edge Detection Techniques: An Overview, D. Ziou, S. Tabbone, 1998
Week 4 : 03/24 醫學影像專題：Computer Vision for COVID-19 (王)
Week 4 : 03/24 醫學影像專題：Computer Vision for COVID-19 (王)
Lecture Note : Computer Vision for COVID-19 (GSlide, PDF)
Homework : P2 Counting Pixels with Histograms
Readings :
- "CT Provides Best Diagnosis for Novel Coronavirus (COVID-19)", Imaging Technology News, 2020/02/26.
- "Researchers Use AI to Detect COVID-19", Imaging Technology News, 2020/03/20.
- "Artificial Intelligence Distinguishes COVID-19 from Community Acquired Pneumonia on Chest CT," Radiology, 2020/03/19.
- "Correlation of Chest CT and RT-PCR Testing in Coronavirus Disease 2019 (COVID-19) in China: A Report of 1014 Cases", Radiology, 2020/02/26.
Week 5 : 03/31 Spring Holiday
Week 5 : 03/31 Spring Holiday
Week 6 : 04/07 Corner Detection (Harris) (王) (遠距同步視訊)
Week 6 : 04/07 Corner Detection (Harris) (王) (遠距同步視訊)
Lecture Note : Corner Detection - Harris (GSlide, PDF)
Homework : P3 Image Filtering and Edge Detection
Readings :
- 角偵測，維基百科
- Harris Corner Detector, Wikipedia
- Chapter 4 Feature detection and matching - 4.1.1 Feature detectors, Computer Vision: Algorithms and Applications, Richard Szeliski, 2011, pp. 181-234
- Chapter 6 Corner and Interest Point Detection, Computer and Machine Vision: Theory, Algorithms, Practicalities, Fourth Edition, E.R. Davies, Academic Press, 2012, pp. 149-18
- 如何判斷一個corner detector 的好壞 ? (doc)
Week 7 : 04/14 Keypoints Feature Descriptor (王) (遠距同步視訊)
Week 7 : 04/14 Keypoints Feature Descriptor (王) (遠距同步視訊)
Lecture Note : Keypoints Feature descriptor (GSlide, PDF)
Homework : R1: Harris corner detector
Readings :
- SIFT(Scale-invariant feature transform), 2019
- Chapter 9 Describing and Matching Interest Points, OpenCV 3 computer vision application programming cookbook. 3rd, by R. Laganière, Packt Publishing, 2017
- Chapter 4 Feature detection and matching , Computer Vision: Algorithms and Applications, Richard Szeliski, Springer, 2010
- Section 1 Points: 4.1.1 Feature detectors, 4.1.2 Feature descriptors, 4.1.3 Feature matching.
- Chapter 6 Corner and Interest Point Detection, Computer and Machine Vision: Theory, Algorithms, Practicalities, Fourth Edition, E.R. Davies, Academic Press, 2012
- Note: Click the link within FJU campus network in order to download PDF files
Week 8 : 04/21 Keypoints Feature Matching (王) (遠距同步視訊)
Week 8 : 04/21 Keypoints Feature Matching (王) (遠距同步視訊)
Lecture Note : Keypoints Feature Matching (GSlide, PDF)
Homework : P4 Harris Corner Detection
Readings :
- Chapter 9 Describing and Matching Interest Points, OpenCV 3 computer vision application programming cookbook. 3rd, by R. Laganière, Packt Publishing, 2017
- Chapter 4 Feature detection and matching , Computer Vision: Algorithms and Applications, Richard Szeliski, Springer, 2010
- Section 1 Points: 4.1.1 Feature detectors, 4.1.2 Feature descriptors, 4.1.3 Feature matching.
- Vision and Illusion
Week 10 : 05/05 Image Alignment (王) (遠距同步視訊) (Project Announcement)
Week 10 : 05/05 Image Alignment (王) (遠距同步視訊) (Project Announcement)
Lecture Note : Image Alignment (GSlide, PDF)
Homework : None. Project Announcement
Readings :
- Image Alignment and Stitching: A Tutorial, by Richard Szeliski, Foundations and Trends in Computer Graphics and Vision, vol. 2, no. 1, 2006
- Chapter 9 Image Stitching, Computer Vision: Algorithms and Applications, Richard Szeliski, Springer, 2010
Week 11 : 05/12 Camera (王) (遠距同步視訊)
Week 11 : 05/12 Camera (王) (遠距同步視訊)
Lecture Note : Camera (GSlide, PDF)
Project team and title : Fill-in Google sheet
Readings :
- Chapter 15 The Three-Dimensional World, Computer and Machine Vision: Theory, Algorithms, Practicalities, Fourth Edition, E.R. Davies, Academic Press, 2012
- Note: Click the link within FJU campus network in order to download PDF files
- Chapter 2 Image formation, Computer Vision: Algorithms and Applications, Richard Szeliski, Springer, 2010
Week 12 : 05/19 Stereo (王) (遠距同步視訊) (Project confirmation)
Week 12 : 05/19 Stereo (王) (遠距同步視訊) (Project confirmation)
Lecture Note : Stereo -Introduction (GSlide, PDF), CV Applications: 3D
Project team and title : Google sheet completed
Readings :
- Chapter 15 The Three-Dimensional World, Computer and Machine Vision: Theory, Algorithms, Practicalities, Fourth Edition, E.R. Davies, Academic Press, 2012
- Note: Click the link within FJU campus network in order to download PDF files
- Chapter 11 Stereo Correspondence, Computer Vision: Algorithms and Applications, Richard Szeliski, Springer, 2010
Week 13 : 05/26 Feature Extraction and Selection (李)
Week 13 : 05/26 Feature Extraction and Selection (李)
Week 14 : 06/02 Feature Extraction and Selection (李)
Week 14 : 06/02 Feature Extraction and Selection (李)
PCA Example code for face analysis : This is an example of Principal Component Analysis on face recognition and analysis programming in python for your reference.
Week 15 : 06/09 Image Segmentation (李)
Week 15 : 06/09 Image Segmentation (李)
Week 16 : 06/16 Image Segmentation (李)
Week 16 : 06/16 Image Segmentation (李)
Essential Concepts about Medical Imaging
蔡志文醫師 ， 台中榮總放射線部部主任
Week 18 : 06/30 Project Presentation (王、李) SF738
Week 18 : 06/30 Project Presentation (王、李) SF738
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