CCU Course Syllabus
Course Title (Chinese)： 多媒體資訊壓縮與檢索 Teaching Unit： 前瞻工程全英語碩士學位學程(Master Program in Advanced Engineering)
Course Title (English) Multimedia Information Compression and Retrieval Course Code 4465024_01
Lecturer： 邱志義 Number of Credits 3
Mandatory/Elective Elective Year 碩博合開
Prerequisites：
This is an introductory course, intended for senior undergraduate and graduate students. The prerequisites are courses on computer programming, algorithms, and linear algebra.
Course Introduction：

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.
Learning Goals：
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.
Textbook：

Course Syllabus Number of Hours Core Capabilities Remarks
Topic Content Lecture Demonstration Assignment Others
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


Please respect to the intellectual property rights, do not photocopy the textbooks which assigned by professors.

Course Details：
1. Teaching Materials(Checkboxes)：Self DevelopedProvided by Textbook Authors
2. Teaching Methods(Checkboxes)：Lecture SlidesBlackboard Teaching
3. Grading Methods(Checkboxes)：Attendance 0%, Quiz0%, Assignment0%, Programming0%, Technical Report0%,
                       Project Report30.00%, Mid-Term Exam30.00%, Final Exam0%, Final Report40.00%, Other0%,
4. Teaching Resources：Course Web Site Downloadable Electronic Materials Lab Web Site
5. Other requirements： https://sites.google.com/site/multimediaretrieval/

Relationship between course education goals and core capabilities        
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