| Relevance of Course Objectives and Core Learning Outcomes(%) |
Teaching and Assessment Methods for Course Objectives |
| Course Objectives |
Competency Indicators |
Ratio(%) |
Teaching Methods |
Assessment Methods |
1. Python 程式實作能力
2. 機器學習於影像語意(矩陣)探索與搜尋
3. 機器學習方法於影像訊號實務應用與分析 |
| 1.Mathematical Thinking and Logic |
| 2.Artificial Intelligence Theory and Application Expertise |
| 3.Expertise in Big Data Theory and Applications |
|
|
| topic Discussion / Production |
| Exercises |
| Discussion |
| Lecturing |
|
| Assignment |
| Quiz |
| Internship |
|
| Course Content and Homework/Schedule/Tests Schedule |
| Week |
Course Content |
| Week 1 |
課程介紹&電腦視覺
|
| Week 2 |
新南向演講 +Python 基礎影片 |
| Week 3 |
NN&CNN classifier-(I)
|
| Week 4 |
NN&CNN classifier-(II)
|
| Week 5 |
License plate correction &recognition(車牌辨識與校正)-I-Bayesian Classifier
|
| Week 6 |
License plate correction &recognition(車牌辨識與校正)-II
|
| Week 7 |
paper-disscusssion: cnn&histigram&affine
programming quizzes (Python): affine& histogram &cnn code
|
| Week 8 |
Adaboost 分類(相機人臉偵測)_1
|
| Week 9 |
Adaboost 分類(相機人臉偵測)_2
|
| Week 10 |
paper-disscusssion: cnn&Adaboost
programming quizzes (Python):Adaboost&Bayesian |
| Week 11 |
Object tracking (物件追蹤): SVM (support vector machine) --線上課程
|
| Week 12 |
Face recognition- PCA (人臉識別) (Principal Component Analysis)/LDA (Linear Discriminant Analysis) (I)
|
| Week 13 |
Face recognition- PCA (人臉識別) (Principal Component Analysis)/LDA (Linear Discriminant Analysis) (II)
|
| Week 14 |
paper-disscusssion :cnn&SVM
paper-disscusssion:cnn&PCA
programming quizzes (Python) *1: PCA |
| Week 15 |
期末 Exam |
| Week 16 |
放假 (繳交 錄影期末報告)
video (ppt+program demo) |
self-directed
learning |
03.Preparing presentations or reports related to industry and academia.
|
|
| Evaluation |
1 次正式考試: 15*1=15%
4 次paper report: 15%
5 次程式小考 (Python) 7*5=35%
1 次期末分組報告+demo : 25%
Q&A (Slido) 或筆記繳交：10% |
| Textbook & other References |
| 上課講義與網路資料 |
| Teaching Aids & Teacher's Website |
| https://sites.google.com/site/cvlabhomepage/course-ke-cheng/%E6%95%B8%E6%93%9A%E6%8C%96%E6%8E%98%E8%88%87%E8%A6%96%E8%A6%BA%E5%8C%96-%E7%A2%A9%E5%A3%AB2025 |
| Office Hours |
| 預約 |
| Sustainable Development Goals, SDGs(Link URL) |
| include experience courses：N |
|