視訊串流與追蹤
Video Streaming and Tracking
學期
114-1
學分
0
學分
當期課號
555008
永久課號
EEDE30108
開課單位
電機學院碩士在職專班
授課教師
蔡文錦
校區
光復
類別
選修
上課時間表
| 節 | 週一 |
|---|---|
A 18:30–19:20 | 視訊串流與追蹤 EC114（光復） 3 節連堂 |
B 19:30–20:20 | |
C 20:30–21:20 |
* 根據陽明交大上課時間表所列
概述
This course aims at introducing video streaming over Internet and its applications such as surveillance, remote object tracking etc. The technologies involved include video coding, streaming protocol, object detection and localization, object classification and identification, object tracking, etc. Students will learn both machine learning methods as well as conventional ways on these technologies.
先修科目
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備註
無備註
教學方式
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評分方式
Mid-term + final exam: 40% Programming homeworks (3~4): 50% Paper presentation: 10%
課程大綱
- Ch1. Overview on video streaming and its applications
- Ch2. Video Coding
- Ch3. Transport and Streaming
- Ch4. Streaming Applications
- Ch5. Advance topics (I) - Visual Transformer
- Ch6. Advance topics (II) – Multimodality
週次計畫
| 週次 | 主題 |
|---|---|
| 第 1 週 | Ch1. Introduction to video streaming and its applications Ch2. Video Coding - Video Fundamental |
| 第 2 週 | Ch2. Video Coding - Digital Video Compression |
| 第 3 週 | Transport and Streaming - Service Transport - Video Streaming |
| 第 4 週 | Transport and Streaming - Service Transport - Video Streaming |
| 第 5 週 | Streaming Applications - Machine Learning Fundamental: NN, CNN, RNN |
| 第 6 週 | Streaming Applications - Object Classification |
| 第 7 週 | Streaming Applications - Object Detection |
| 第 8 週 | midterm |
| 第 9 週 | Streaming Applications - Object Segmentation |
| 第 10 週 | Streaming Applications - Object Tracking |
| 第 11 週 | Advance topics (I) - Transformer - Transformer and its variations - Transformer-based models - classification - detection |
| 第 12 週 | Advance topics (I) - Transformer - Transformer-based models - segmentation - tracking |
| 第 13 週 | Advance topics (II) – Multimodality - Large Language Model (LLM) - Multimodal Classification/Detection/Segmentation/Tracking |
| 第 14 週 | Advance topics (II) – Multimodality - Multimodal Classification/Detection/Segmentation/Tracking |
| 第 15 週 | Final exam |
| 第 16 週 | Paper presentation |
教科書
hand-on lecture notes
Office Hours
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