Retrieval of Multimedia Content on the Web

Garant předmětu:

Přednášející:

Cvičící:

Předmět zajišťuje:

katedra softwarového inženýrství

Anotace:

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 and indexing.

Požadavky:

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

Osnova přednášek:

1. Web platforms for retrieval and sharing of multimedia content.

2. Web interfaces, modalities, and the quality of retrieval.

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

4. Similarity search model - models and queries.

5. Similarity search model - popular similarity functions.

6. Image features - MPEG-7 descriptors.

7. Local image features.

8. Video retrieval techniques.

9. Feature extraction from audio, music and melody.

10. Retrieval of 2D shapes and 3D models.

11. Principles of metric indexing.

12. Metric access methods.

13. Unified model of retrieval in (non)metric spaces.

Osnova cvičení:

1. Project topic presentation.

2. Group consultations.

3. Group consultations.

4. Individual consultations.

5. Individual consultations.

6. Project presentation.

7. Project presentation.

Cíle studia:

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.

Studijní materiály:

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

Poznámka:

Information about the course and courseware are available at https://moodle-vyuka.cvut.cz/course/search.php?search=MIE-VMW

Další informace:

https://moodle-vyuka.cvut.cz/course/search.php?search=MIE-VMW

Pro tento předmět se rozvrh nepřipravuje

Předmět je součástí následujících studijních plánů: