電腦視覺(英文授課)
Computer Vision
| 節 | 週二 |
|---|---|
3 10:10–11:00 | 電腦視覺(英文授課) EC114（光復） 2 節連堂 |
4 11:10–12:00 |
* 根據陽明交大上課時間表所列
The goal of this course is to introduce the essential concepts and techniques of computer vision, from camera models, feature extraction, segmentation to depth recovery. Advanced topics, such as learning-based methods or modern image segmentation, will also be introduced.
Computer programming with C/C++ or Python, data structure and algorithms, matrix computation
無備註
# The temporary announcement page for students who have not enrolled in this class: https://reurl.cc/DdqNbE # The official course page is at E3, NYCU: https://e3.nycu.edu.tw/course/view.php?id=35230 # According to the department's new suggestions about epidemic prevention, our classes for at least the first two weeks will be taught online.
(Provisional) * Programming homework 30~60% * Paper study and presentation 5~15% * Exams 15~30% * Term project 30~50% * Class participation 0~10%
Image formation and models
* Geometric camera model * Camera calibration * Illumination and shading * Color
Features
* Convolution and filtering * Edge detection * Texture * Key point and descriptor
3D reconstruction
* Epipolar geometry * Structure from motion * Photometric stereo or shape from shading * Visual hull
Advanced topics
E.g. * Modern image segmentation * learning-based methods * Other related topics
Presentation and demo
| 週次 | 主題 |
|---|---|
| 第 1 週 | Overview of computer vision |
| 第 2 週 | Geometric camera model |
| 第 3 週 | Camera calibration |
| 第 4 週 | Illumination and shading |
| 第 5 週 | Convolution and filtering |
| 第 6 週 | Texture and key points |
| 第 7 週 | key points and matching |
| 第 8 週 | Image alignment and panorama |
| 第 9 週 | Epipolar geometry |
| 第 10 週 | Structure from motion |
| 第 11 週 | Depth map estimation |
| 第 12 週 | Exam |
| 第 13 週 | Advanced topics (I) |
| 第 14 週 | Paper study and project proposal |
| 第 15 週 | Paper study and project proposal |
| 第 16 週 | Advanced topics or project proposal |
| 第 17 週 | Flexible learning week |
| 第 18 週 | Presentation and demo |
Text book: * David A. Forsyth and Jean Ponce, Computer Vison: A Modern Approach, Prentice Hall, New Jersey, (2012 or 2003 version) Reference book: * Richard Szeliski, Computer Vision: Algorithms and Applications, Springer Verlag London, 2011.
- 地點
- EC704
- 時間
- To be announced
- 聯絡方式
- Phone ext: 56684 Email: ichenlin@cs.nctu.edu.tw