中正大學課程大綱
課程名稱(中文)： 多媒體資訊壓縮與檢索 開課單位： 前瞻工程全英語碩士學位學程(Master Program in Advanced Engineering)
課程名稱(英文) Multimedia Information Compression and Retrieval 課程代碼 4465024_01
授課教師： 邱志義 學分數 3
必/選修 選修 開課年級 碩博合開
先修科目或先備能力：
This is an introductory course, intended for senior undergraduate and graduate students. The prerequisites are courses on computer programming, algorithms, and linear algebra.
課程概述：

Teach students who want to learn the basic concepts and state-of-the-art of multimedia information compression and related applications in information retrieval, including multimedia representation, clustering, product quantization, hashing, and cross-modal retrieval.
學習目標：
1. Learn how to formulate, experiment, and evaluate related methods when process
2. Learn core concepts and theories of information retrieval and search.
3. Learn how to solve problems by machine learning and multimedia techniques.
教科書：

課程大綱 分配時數 核心能力 備註
單元主題 內容綱要 講授 示範 隨堂作業 其他
Lossless and lossy compression
Huffman coding, arithmetic coding, transform coding
 9
Scalar quantization and vector quantization
Codebook training and applications
 4.5
Clustering
K-means, EM algorithm, deep learning-based clustering
 4.5
Product quantization
Basic concepts, optimized PQ, deep learning-based PQ
 4.5
hashing
Random projection, supervised and unsupervised hashing
 4.5
Applications
Content-based multimedia indexing, cross-modal retrieval
 6
Project
Project introduction and result presentation
 1.5 4.5
Paper presentation
Presenting selected top conference and journal papers
 9


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教學要點概述：
1. 教材編選(可複選)：自編簡報(ppt)教科書作者提供
2. 教學方法(可複選)：講述板書講述
3. 評量工具(可複選)：上課點名 0%, 隨堂測驗0%, 隨堂作業0%, 程式實作0%, 實習報告0%,
                       專案報告30.00%, 期中考30.00%, 期末考0%, 期末報告40.00%, 其他0%,
4. 教學資源：課程網站 教材電子檔供下載 實習網站
5. 教學相關配合事項： https://sites.google.com/site/multimediaretrieval/

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