IGESS (Institute for Global Economics and Social Sciences)

Back to List

COT100XE(計算基盤 / Computing technologies 100)
Introduction to Multimedia Information Processing

Jinjia ZHOU

Class code etc
Faculty/Graduate school IGESS (Institute for Global Economics and Social Sciences)
Attached documents
Year 2021
Class code H9702
Previous Class code
Previous Class title
Term 春学期授業/Spring
Day/Period 火5/Tue.5
Class Type
Campus 小金井
Classroom name
Grade
Credit(s)
Notes
Open Program
Open Program (Notes)
Global Open Program
Interdepartmental class taking system for Academic Achievers
Interdepartmental class taking system for Academic Achievers (Notes)
Class taught by instructors with practical experience
SDGs CP
Urban Design CP
Diversity CP
Learning for the Future CP
Carbon Neutral CP
Chiyoda Campus Consortium
Category General Education Courses/総合教育科目
Global Open Program/グローバルオープン科目
Faculty Sponsored Department Science and Engineering

Show all

Hide All

Outline and objectives

Recently, multimedia information (video, image, audio, etc.) covers from everyone’s experiences to everything happening in the world. This course will introduce the basic principles and tools used to process digital images, videos and audios, and how to apply them in solving practical problems.

Goal

The students will get to understand the key concepts and techniques in multimedia information processing. As a result, they will acquire background knowledge necessary to undertake advanced courses on image processing, video processing, wireless communication and information security, etc.

Default language used in class

英語 / English

Method(s)(学期の途中で変更になる場合には、別途提示します。 /If the Method(s) is changed, we will announce the details of any changes. )

Most homework assignments will on open problems without standard answers. The students will be encouraged not only to learn the knowledge but also to think about how it can be used.
The learning support system will be used to submit reports and get feedback from the lecturer.
Classes could be online. Changes in the lecture plan due to this shift will be announced on the learning support system.

Active learning in class (Group discussion, Debate.etc.)

あり / Yes

Fieldwork in class

なし / No

Schedule

※各回の授業形態は予定です。教員の指示に従ってください。

1:Introduction

Background of multimedia information processing. Introduction to the lecturer. Course overview.

2:Multimedia and human sense

What is multimedia? The relation between information and human sense.

3:Media communication history

History of text/figure, image, audio, and video.

4:Visual reality

Introduction to visual reality

5:Multimedia interaction

Human computer interaction (HCI). Multimedia HCI

6:Information

Information and information theory.

7:Probability theory review

A quick review of the probability theory useful to this course.

8:Entropy

How information is quantified. What entropy is and why it is useful.

9:Source coding

Source coding basics. Codes and trees.

10:Source coding schemes

Fano code. Huffman code.

11:Transform

What is frequency domain? How transform works and why it is useful.

12:Image and video processing

Basic technologies in image and video processing

13:Audio, speech and music processing

Basic technologies in audio, speech and music processing.

14:Deep learning

Deep learning technologies for image processing

Work to be done outside of class (preparation, etc.)

[Preparatory study and review time for this class are 4 hours each.] Homework assignments will be given.

Textbooks

Handouts and prints will be distributed.

References

An introduction to information theory: symbol, signals and noise, John R. Pierce
Elements of information theory, 2nd edition, Thomas M. Cover and Joy A.
Digital Image Processing, Rafeal C.Gonzalez, Richard E.Woods, Pearson Education/PHI.
Digital Video Processing, A. Murat Tekalp, Prentice Hall.

Grading criteria

Homework 50% + Final Report 50%

Changes following student comments

None in particular.

Others

If the class is offered online, the learning support system will provide information about the change in the online lesson method, lesson plan, and grade evaluation method each time. Please regularly check to see if the instructor has contacted you through the learning support system.