電腦視覺
Computer Vision
| 節 | 週四 |
|---|---|
3 10:10–11:00 | 電腦視覺 ED117（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, essential knowledge bout data structure and algorithms, calculus, and matrix computation
無備註
# The official course page is on E3
(Provisional) * Programming homework 30~60% * Paper study and presentation 5~15% * Exams 15~30% * Term project 30~50% * Class participation 0~10% or bonus
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 2023-02-16(四) |
| 第 2 週 | TransformationGeometric camera model 2023-02-23(四) |
| 第 3 週 | Illumination and shading 2023-03-02(四) |
| 第 4 週 | Convolution and filtering 2023-03-09(四) |
| 第 5 週 | Texture and key points 2023-03-16(四) |
| 第 6 週 | key points and matching 2023-03-23(四) |
| 第 7 週 | Image alignment and panorama 2023-03-30(四) |
| 第 8 週 | Epipolar geometry 2023-04-06(四) |
| 第 9 週 | Structure from motion 2023-04-13(四) |
| 第 10 週 | Camera calibration 2023-04-20(四) |
| 第 11 週 | Depth map estimation 2023-04-27(四) |
| 第 12 週 | Exam 2023-05-04(四) |
| 第 13 週 | Advanced topics 2023-05-11(四) |
| 第 14 週 | Paper study and project proposal 2023-05-18(四) |
| 第 15 週 | Paper study and project proposal 2023-05-25(四) |
| 第 16 週 | Flexible learning week (or presentation and demo) 2023-06-01(四) |
| 第 17 週 | Flexible learning week 2023-06-08(四) |
| 第 18 週 | Presentation and demo (or flexible learning week) 2023-06-15(四) |
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.nycu.edu.tw