THE UNIVERSITY OF CRIMINAL INVESTIGATION AND POLICE STUDIES

DOCTORAL STUDIES

INFORMATION TECHNOLOGY

Course:

Digital Image Processing – Advanced Topics

Course Code: II7

ECTS: 10

Course Status:

Elective

Number of Effective Classes (Per Week): 5

Theoretical Education:

Practical Training:

Research Study Project:

5

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Prerequisite/s: None

Educational Objective: Introduction to two-dimensional signals such as image, the way they are acquired, fundamental and advanced techniques of digital processing in spatial and frequency domain, archiving, displaying and using.

Projected Outcome: Students are able to use image processing software for independent research in the field of image processing and independent development of algorithms for enhancement, feature extraction and determining relationships between them. Students understand the possibilities of using digital image processing systems in solving practical problems.

Course Contents/Structure

Theoretical education: Image physical properties, fundamentals of the human visual system. The concept of digital processing of two-dimensional signals. Sensors and image acquisition. Discretization and digitization. Image transformation. Methods for image filtering in a spatial and frequency domain. Contrast and histogram manipulation. Noise reduction. Image sharpening. Edge detection. Image restoration. Application of Mathematical Morphology Methods. Segmentation, separation and classification of objects. Higher level processing. Image compression. Archiving, transmision and displaying images. Case studies using the MATLAB software package.

Teaching Methods: lecture, modified lecture, presentation, practical training.

Assessment (Maximum Number of Points: 100)

Pre-Exam Obligations

No. of Points

Final Examination

No. of Points

Research study

30

Exam with practical problems and theoretical questions

70

Textbook/s

1. Miodrag Popović. Digitalna obrada slike. Beograd, Akademska misao, Elektrotehnički fakultet, 2006

2. Chris Solomon, Toby Breckon. Fundamentals of digital image processing: a practical approach with examples in Matlab. Chichester, West Sussex, Hoboken, Nj:Wiley-Blackwell, 2011