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CZECH TECHNICAL UNIVERSITY IN PRAGUE
STUDY PLANS
2023/2024
UPOZORNĚNÍ: Jsou dostupné studijní plány pro následující akademický rok.

Retrieval from Multimedia

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Code Completion Credits Range Language
NI-VMM Z,ZK 5 2P+1C Czech
Garant předmětu:
Tomáš Skopal
Lecturer:
Tomáš Skopal
Tutor:
Jiří Novák, Tomáš Skopal
Supervisor:
Department of Software Engineering
Synopsis:

The student obtains general knowledge regarding interfaces of portals providing multimedia content, the principles of similarity search, the methods of feature extraction from multimedia objects, indexing, and structure of distributed search engines.

Requirements:

Basic knowledge of database systems, data structures, programming, internet technologies, calculus.

Syllabus of lectures:

1. Web platforms for retrieval and sharing of multimedia content

2. Web interfaces, means and quality of retrieval

3. Text-based and bag-of-features models

4. Similarity search – models and queries

5. Similarity search – popular similarity functions

6. Global image descriptors - analytic models

7. Global image descriptors - deep learning

8. Local image features

9. Retrieval of 2D and 3D models

10. Feature extraction from video, audio, music and melody

11. Principles of multimedia indexing

12. Metric access methods

13. Approximate similarity search

Syllabus of tutorials:

1. Project topic presentation.

2. Group consultations.

3. Group consultations.

4. Individual consultations.

5. Individual consultations.

6. Project presentation.

7. Project presentation.

Study Objective:

The module introduces the technologies of retrieval of multimedia content on the web. Since multimedia applications and databases acquire even larger space on the web, the module offers a perspective to the future developers of multimedia applications and databases - in and out of the web environment.

Study materials:

course slides +

1) Ricardo Baeza-Yates, Berthier Ribeiro-Neto. Modern Information Retrieval: The Concepts and Technology behind Search, 2011, Addison-Wesley Professional, ISBN-10: 0321416910

2) Phillipe Salembier, B. S. Manjunath, Philippe Salembier, Thomas Sikora. Introduction to MPEG 7: Multimedia Content Description Language, 2002, Wiley, ISBN-10: 0471486787

3) K. Selçuk Candan, Maria Luisa Sapino. Data Management for Multimedia Retrieval, 2010, Cambridge University Press, ISBN-10: 0521887399

4) Pavel Zezula, Giuseppe Amato, Vlastislav Dohnal, Michal Batko. Similarity Search: The Metric Space Approach, 2005, Springer, ISBN-10: 0387291466

Note:
Further information:
https://moodle-vyuka.cvut.cz/course/view.php?id=7757
Time-table for winter semester 2023/2024:
06:00–08:0008:00–10:0010:00–12:0012:00–14:0014:00–16:0016:00–18:0018:00–20:0020:00–22:0022:00–24:00
Mon
Tue
Wed
roomTH:A-s134
Skopal T.
11:00–12:30
(lecture parallel1)
Thákurova 7 (budova FSv)
As134
roomT9:351
Novák J.
14:30–16:00
ODD WEEK

(lecture parallel1
parallel nr.102)

Dejvice
NBFIT PC ucebna
roomT9:351
Novák J.
14:30–16:00
EVEN WEEK

(lecture parallel1
parallel nr.103)

Dejvice
NBFIT PC ucebna
Thu
Fri
Time-table for summer semester 2023/2024:
Time-table is not available yet
The course is a part of the following study plans:
Data valid to 2024-05-18
Aktualizace výše uvedených informací naleznete na adrese https://bilakniha.cvut.cz/en/predmet6116006.html