視訊串流與追蹤
Video Streaming and Tracking
| 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
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.
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Mid-term + final exam: 40% Programming homeworks (3~4): 50% Paper presentation: 10%
Ch1. Overview on video streaming and its applications
Course introduction
- 講授：
- 3
Ch2. Video Coding
- Video Fundamental - Digital Video Compression
- 講授：
- 6
Ch3. Transport and Streaming
- Service Transport - Video Streaming
- 講授：
- 6
- 實作：
- - streaming
Ch4. Streaming Applications
- Machine learning basic: NN, CNN, RNN - Object Classification - Object Detection - Object Segmentation - Object Tracking
- 講授：
- 12
- 實作：
- - Object classification\n- Object detection
Ch5. Advance topics (I) - Visual Transformer
- Transformer (basic, variations) - Transformer-based Classification - Transformer-based Detection - Transformer-based Segmentation - Transformer-based Tracking
- 講授：
- 6
- 實作：
- - Object tracking
Ch6. Advance topics (II) – Multimodality
- Large Language Model (LLM) - Multimodal Classification - Multimodal Detection - Multimodal Segmentation - Multimodal Tracking
- 講授：
- 6
| 週次 | 主題 |
|---|---|
| 第 1 週 | Ch1. Introduction to video streaming and its applications Ch2. Video Coding - Video Fundamental 2025-09-01(一) |
| 第 2 週 | Ch2. Video Coding - Digital Video Compression 2025-09-08(一) |
| 第 3 週 | Transport and Streaming - Service Transport - Video Streaming 2025-09-15(一) |
| 第 4 週 | Transport and Streaming - Service Transport - Video Streaming 2025-09-22(一) |
| 第 5 週 | Streaming Applications - Machine Learning Fundamental: NN, CNN, RNN 2025-09-29(一) |
| 第 6 週 | Streaming Applications - Object Classification 2025-10-06(一) |
| 第 7 週 | Streaming Applications - Object Detection 2025-10-13(一) |
| 第 8 週 | midterm 2025-10-20(一) |
| 第 9 週 | Streaming Applications - Object Segmentation 2025-10-27(一) |
| 第 10 週 | Streaming Applications - Object Tracking 2025-11-03(一) |
| 第 11 週 | Advance topics (I) - Transformer - Transformer and its variations - Transformer-based models - classification - detection 2025-11-10(一) |
| 第 12 週 | Advance topics (I) - Transformer - Transformer-based models - segmentation - tracking 2025-11-17(一) |
| 第 13 週 | Advance topics (II) – Multimodality - Large Language Model (LLM) - Multimodal Classification/Detection/Segmentation/Tracking 2025-11-24(一) |
| 第 14 週 | Advance topics (II) – Multimodality - Multimodal Classification/Detection/Segmentation/Tracking 2025-12-01(一) |
| 第 15 週 | Final exam 2025-12-08(一) |
| 第 16 週 | Paper presentation 2025-12-15(一) |
hand-on lecture notes
- 地點
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