BIOMEDICAL ENGINEERING
Bachelor	TR-NQF-HE: Level 6	QF-EHEA: First Cycle	EQF-LLL: Level 6

Course Introduction and Application Information

Course Code	Course Name	Semester	Theoretical	Practical	Credit	ECTS
CMP4221	Multimedia Systems and Communications	Fall	3	0	3	6

This catalog is for information purposes. Course status is determined by the relevant department at the beginning of semester.

Basic information

Language of instruction:	English
Type of course:	Non-Departmental Elective
Course Level:	Bachelor’s Degree (First Cycle)
Mode of Delivery:	Face to face
Course Coordinator :	Dr. Öğr. Üyesi ÖVGÜ ÖZTÜRK ERGÜN
Course Lecturer(s):	Dr. Öğr. Üyesi ÖVGÜ ÖZTÜRK ERGÜN
Recommended Optional Program Components:	None
Course Objectives:	This course teaches fundamental topics related to multimedia systems and analysis. A top-down analysis of video processing applications, algorithms, tools, and fundamentals. Applications include digital TV, computer games, cinema special effects, 3D TV, medical imaging, and forensics. Algorithms include motion estimation, filtering and restoration, de-interlacing and enhancement, interpolation and super-resolution, stereo and 3D video processing, coding, and compression standards.

Learning Outcomes

The students who have succeeded in this course;
I. To be able to use fundamental signal processing knowledge to solve problems in multimedia data processing
II. To acquire knowledge about working principles of various media devices and be able to combine them to build larger multi-media systems
III. To practice programming fundamentals for the design and control of digital data processing and apply them to real world problems
IV. To do research on theoretical concepts behind vision, imaging, colors and video by investigating basic processing techniques in detail
V. To evaluate and analyze the mechanism among multimedia devices, their communication principles, to investigate the usage of these devices, hence to analyze the needs of community
VI. To know the basic concepts in major fields of applied engineering ( computer vision, communications, data mining, sensors, human-computer interaction
VII. To know applications of multimedia systems, to face the challenges
and obtain a global view starting from theoretical concepts to big
applications used in our daily life.

Course Content

Weekly Detailed Course Contents

Week	Subject	Related Preparation
1)	Introduction to Multimedia Systems
2)	Introduction to Digital Images, Image Formats, Image Transformations
3)	Histograms, Normalization
4)	Convolution, Image Filtering Techniques
5)	Morphological Operations
6)	Blob Extraction, Blob Tracking
7)	Segmentation
8)	Image Features, Extraction and Modeling
9)	Introduction to Information Theory and Coding
10)	Image and Video Compression Techniques
11)	Basics of Computer Networks
12)	Image and Video Transmission
13)	Image and Video Classification
14)	Fundamentals of Big Data and Cloud Computing

Sources

Course Notes / Textbooks:	Digital Video Processing, A. Murat Tekalp, PEARSON Any other books related to subjects each week
References:

Evaluation System

Semester Requirements	Number of Activities	Level of Contribution
Project	1	% 30
Midterms	1	% 30
Final	1	% 40
Total		% 100
PERCENTAGE OF SEMESTER WORK		% 30
PERCENTAGE OF FINAL WORK		% 70
Total		% 100

ECTS / Workload Table

Activities	Number of Activities	Workload
Course Hours	14	42
Project	8	64
Midterms	1	18
Final	1	36
Total Workload		160

Contribution of Learning Outcomes to Programme Outcomes

No Effect	1 Lowest	2 Low	3 Average	4 High	5 Highest

	Program Outcomes	Level of Contribution
1)	Adequate knowledge of subjects specific to mathematics (analysis, linear, algebra, differential equations, statistics), science (physics, chemistry, biology) and related engineering discipline, and the ability to use theoretical and applied knowledge in these fields in complex engineering problems.
2)	Identify, formulate, and solve complex Biomedical Engineering problems; select and apply proper modeling and analysis methods for this purpose
3)	Design complex Biomedical systems, processes, devices or products under realistic constraints and conditions, in such a way as to meet the desired result; apply modern design methods for this purpose.
4)	Devise, select, and use modern techniques and tools needed for solving complex problems in Biomedical Engineering practice; employ information technologies effectively.
5)	Design and conduct numerical or physical experiments, collect data, analyze and interpret results for investigating the complex problems specific to Biomedical Engineering.
6)	Cooperate efficiently in intra-disciplinary and multi-disciplinary teams; and show self-reliance when working on Biomedical Engineering-related problems.
7)	Ability to communicate effectively in Turkish, oral and written, to have gained the level of English language knowledge (European Language Portfolio B1 general level) to follow the innovations in the field of Biomedical Engineering; gain the ability to write and understand written reports effectively, to prepare design and production reports, to make effective presentations, to give and receive clear and understandable instructions.
8)	Recognize the need for life-long learning; show ability to access information, to follow developments in science and technology, and to continuously educate oneself.
9)	Having knowledge for the importance of acting in accordance with the ethical principles of biomedical engineering and the awareness of professional responsibility and ethical responsibility and the standards used in biomedical engineering applications
10)	Learn about business life practices such as project management, risk management, and change management; develop an awareness of entrepreneurship, innovation, and sustainable development.
11)	Acquire knowledge about the effects of practices of Biomedical Engineering on health, environment, security in universal and social scope, and the contemporary problems of Biomedical Engineering; is aware of the legal consequences of Mechatronics engineering solutions.