多模態影像資料處理
Multi-Modality Image Processing, MMIP
| 節 | 週三 |
|---|---|
5 13:20–14:10 | 多模態影像資料處理 CM217（歸仁） 3 節連堂 |
6 14:20–15:10 | |
7 15:30–16:20 |
* 根據陽明交大上課時間表所列
This course introduces fundamental techniques and algorithms used in digital image processing (DIP), with a focus on applications in satellite imagery and geospatial data. Starting from the basics of image formation, sampling, enhancement, and restoration, the course progresses toward advanced methods in feature extraction, pattern recognition, and multi-modal data integration. Students will explore real-world use cases in environmental monitoring, urban planning, disaster response, agricultural analysis, and hyperspectral imaging—many derived directly from current research and state-of-the-art projects. Emphasis will be placed on practical algorithm development, critical evaluation of image processing pipelines, and the application of machine learning and AI to satellite data.
calculus, linear algebra
無備註
Lecture, invited talk, and presentation
Assignment 80% Mid-term 10% Final Project 10%
教師未提供此項資料
| 週次 | 主題 |
|---|---|
| 第 1 週 | Digital image processing: pixel, resolution, and scaling 2025-09-03(三) |
| 第 2 週 | Image filtering: convolution operation, filter design, blurring and sharpening 2025-09-10(三) |
| 第 3 週 | Noise removal, image enhancement, Color representation, RGB, HSI, 24 bit and 8 bit color tables 2025-09-17(三) |
| 第 4 週 | The frequency domain, the FFT, Digital filtering, image enhancement, noise 2025-09-24(三) |
| 第 5 週 | Inpainting: from image processing to neural networks 2025-10-01(三) |
| 第 6 週 | Image compression: DCT, Wavelet, and data compression 2025-10-08(三) |
| 第 7 週 | Image compression standard: bitrate, entropy, huffman coding, and JPEG 2025-10-15(三) |
| 第 8 週 | Midterm 2025-10-22(三) |
| 第 9 週 | Homograph estimation 2025-10-29(三) |
| 第 10 週 | Image global and local featurefeatures 2025-11-05(三) |
| 第 11 週 | Hyperspectral foundations 2025-11-12(三) |
| 第 12 週 | Hyperspectral image processing 2025-11-19(三) |
| 第 13 週 | Medical Image foundations 2025-11-26(三) |
| 第 14 週 | Medical Image processing 2025-12-03(三) |
| 第 15 週 | Invited Talk 2025-12-10(三) |
| 第 16 週 | Final project presentation 2025-12-17(三) |
教師未提供此項資料
- 地點
- ACVLab, 致遠樓 2F
- 時間
- 10:00-11:00 Wed.
- 聯絡方式
- chihchung@nycu.edu.tw