Digital image processing

Course title

Code

F18L2S095

Study programme

—

Organizer of the study programme (unit, institute, department)

Faculty of Computer Science and Engineering

Degree level (first, second, third cycle)

First cycle

Academic year / semester

4 / Summer

Number of ECTS credits

Teacher

—

Prerequisites for enrolling in the course

Дсикретна математика или Дискретни структури 2

10.

Course objectives (competences)

Upon the completion of the course the student is expected to rule and use the basic tools and methods for image processing.

11.

Course content

Introduction; The basics of digital image processing; Representation and digitalization of images; Tools and programs for digital image processing; Digital images and pixels; Color components; Application domains; 2-D sampling and reconstruction; quantization; digitalization; Introduction to OpenCV and Python; Basic operations with images; Point based operations; Image histograms; Contrast and gamma; Histogram equalization; Adaptive histogram equalization; Color space; Theory of colour. Colour correction and special effects; Linear filters and convolution; Blurring and Sharpening Images; Edge detection; Image segmentation; Morphological operations: dilatation/erosion; opening/closing; Contour extraction; Region filling; Skeletonization; Transformations, effects, filters and deformation; Visual descriptors; Key-point extraction; Panorama stitching

12.

Learning methods

Lectures supported by slide presentations, interactive lectures, exercises (using equipment and software packages), teamwork, case studies, guest lecturers, independent preparation and defense of a project assignment and seminar paper, learning in an electronic environment (forums, consultations).

13.

Total available time

6 ECTS x 30 hours = 180 hours

14.

Distribution of the available time

30 + 45 + 15 + 15 + 75 = 180 hours

15.

Forms of teaching activities

15.1.	Lectures – theoretical teaching	30 hours
15.2.	Exercises (laboratory, auditory), seminars, team work	45 hours

16.

Other forms of activities

16.1.	Project assignments	15 hours
16.2.	Individual assignments	15 hours
16.3.	Home study	75 hours

17.

Grading

17.1.	Tests	0 points
17.2.	Seminar paper / project (presentation: written and oral)	15 points
17.3.	Activity and participation	0 points
17.4.	Final exam	70 points

18.

Grading criteria (points / grade)

up to 50 points	5 (five) (F)
from 51 to 60 points	6 (six) (E)
from 61 to 70 points	7 (seven) (D)
from 71 to 80 points	8 (eight) (C)
from 81 to 90 points	9 (nine) (B)
from 91 to 100 points	10 (ten) (A)

19.

Requirements for signature and taking the final exam

completed activities 15.1 and 15.2

20.

Language of instruction

Macedonian and English

21.

Method of monitoring teaching quality

internal evaluation and survey mechanism

22.

Literature

22.1.	Required literature No. Author Title Publisher Year
22.2.	Additional literature No. Author Title Publisher Year