| 課程編碼 Course Code | 中文課程名稱 Course Name (Chinese) | 英文課程名稱 Course Name (English) | 總學分數 Credits | 總時數 Hours |
|---|---|---|---|---|
| AY05002 | 遙測影像處理 | Remote Sensing Image Processing | 3.0 | 3 |
| 中文概述 Chinese Description | 本課程屬於影像處理的進階課程，以遙測影像為主軸，聚焦於多光譜和高光譜影像分析與處理，並將涵蓋一般日常使用的彩色影像（多光譜影像的一種），分析各自不同的差異以及所需的影像處理技術。 課程內容將涵蓋多光譜和高光譜影像的基礎、各種影像於分析時所面臨的挑戰以及所需的影像處理技術，包括線性分解、資料降維與升維、光譜與空間上的特徵萃取、機器與深度學習演算法。 選修本課程的學生需要具備基礎的信號處理、機率、線性代數和影像處理方面的背景。 | |||
| 英文概述 English Description | This is an advanced course on image processing. The main focus of this course is the analysis and processing of multispectral and hyperspectral images. It will cover the general color images as a type of multispectral image based on remote sensing for analysis of their differences and corresponding image processing techniques. The scope of this course includes fundamentals of multispectral and hyperspectral imagery, challenges in image analysis, and corresponding image processing techniques, such as linear unmixing, dimensionality reduction, spectral and spatial feature extraction, and machine/deep learning algorithms. Students are expected to have a basic background in signal processing, probability, linear algebra, and image processing prior to taking this course. | |||
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