455-0313/01 – Digital Image Processing and Analysis (DZAO)

Gurantor departmentDepartment of Measurement and ControlCredits5
Subject guarantorIng. Radovan Hájovský, Ph.D.Subject version guarantorIng. Radovan Hájovský, Ph.D.
Study levelundergraduate or graduateRequirementChoice-compulsory
Year2Semesterwinter
Study languageCzech
Year of introduction2003/2004Year of cancellation2009/2010
Intended for the facultiesFEIIntended for study typesFollow-up Master
Instruction secured by
LoginNameTuitorTeacher giving lectures
HAJ74 Ing. Radovan Hájovský, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Credit and Examination 3+2
Combined Credit and Examination 2+12

Subject aims expressed by acquired skills and competences

The goal of the subject is to acquiant the students with the foundations of digital image processing and analysis.

Teaching methods

Lectures
Individual consultations
Tutorials
Project work

Summary

The following topics are discussed: Mathematical preliminaries of digital image processing, sampling of image signals, geometrical transformations, transformations of brightness, compression of images and image sequences, filtering, image segmentation, and pattern recognition based on classification.

Compulsory literature:

Gonzales, R.C., Woods, R.E.: Digital Image Processing. Prentice Hall,2002.ISBN 0-201-18075-8.

Recommended literature:

Castleman, K.R.: Digital Image Processing, Prentice Hall, l996. ISBN 0-13-211467-4. Pratt, W.K.: Digital Image Processing, 2nd ed., John Wiley a Sons, 1991, ISBN 0-471-85766-1.

Way of continuous check of knowledge in the course of semester

Verification of study: Exercise credits - student is classifying on base series of tasks 0-30 points. Condition for receiving is min. 10 points, maximum of receiving points is 30. Examination: Practical part - individual project 0-30 points. Writing part - closing test 0-30 points. Oral part 0-10 points. Student have to succeed in all parts of examination. Conditions for credit: The tasks that form the content of the exercises must be carried out. The maximum number of points is 30. Minimum is 15 points.

E-learning

Další požadavky na studenta

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

Lectures: Digitizing. Properties of digital image. Metric and topologist properties of image. 2D image. Geometrical transformations of images. Morphing and warping. Transformations of brightness. Gamma correction. Histogram equalisation. Image transforms. The Fourier transform, discrete Fourier transform, cosine transform. Wavelet transform. Properties of Fourier transform and its application in digital image processing. Fast Fourier transform. Modifying the frequency spectrum of images. Detecting edges in images. Gradient, and zero-crossing methods. Thresholding. Optimal threshold selection. Segmentation based on region growing/splitting. JPEG compression of images, MPEG compression of image sequences. Sampling and reconstructing images. Aliasing. Measuring objects. Selection and computation of features for pattern recognition. Evaluation of efficiency and optimization of set of features. Classification and classificators. Discriminant functions and etalons. Neuron nets. Probablistic approach to determining the discriminant functions. Kalman filter.CCD camera. Final test. Computer labs: During the exercises, the students work out a series of practical tasks (convolution, Fourier transform, compression, transformations of brightness, geometrical transformations, measuring objects, and classification). The tasks are prepared in the form of templates (pre-prepared programs) into which the sudents fill their own source code. In this way, they can focus on substantial and interesting issues.

Conditions for subject completion

Full-time form (validity from: 1960/1961 Summer semester)
Task nameType of taskMax. number of points
(act. for subtasks)
Min. number of points
Exercises evaluation and Examination Credit and Examination 100 (100) 51
        Exercises evaluation Credit 30 (30) 0
                Laboratory work Laboratory work 30  0
        Examination Examination 70 (70) 0
                Written examination Written examination 30  0
                Oral Oral examination 10  0
                Obhajoba semestrálního projektu Semestral project 30  10
Mandatory attendence parzicipation:

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Occurrence in study plans

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2008/2009 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering P Czech Ostrava 1 Optional study plan
2008/2009 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering K Czech Ostrava 1 Optional study plan
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2007/2008 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering P Czech Ostrava 1 Optional study plan
2007/2008 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering K Czech Ostrava 1 Optional study plan
2007/2008 (N2649) Electrical Engineering (2612T015) Electronics P Czech Ostrava 2 Optional study plan
2007/2008 (N2649) Electrical Engineering (2612T015) Electronics K Czech Ostrava 2 Optional study plan
2006/2007 (M2612) Electrical Engineering and Computer Science (2601T004) Measurement and Control Engineering P Czech Ostrava 4 Choice-compulsory study plan
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2006/2007 (M2612) Electrical Engineering and Computer Science (2601T004) Measurement and Control Engineering P Czech Ostrava Choice-compulsory study plan
2006/2007 (M2612) Electrical Engineering and Computer Science (2612T018) Electronics and Communication Technology P Czech Ostrava Choice-compulsory study plan
2006/2007 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (10) Elektrické stroje a přístroje P Czech Ostrava Choice-compulsory study plan
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2006/2007 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering K Czech Ostrava 1 Optional study plan
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2005/2006 (M2612) Electrical Engineering and Computer Science (2601T004) Measurement and Control Engineering P Czech Ostrava 4 Choice-compulsory study plan
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2005/2006 (M2612) Electrical Engineering and Computer Science (2612T018) Electronics and Communication Technology P Czech Ostrava Choice-compulsory study plan
2005/2006 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (10) Elektrické stroje a přístroje P Czech Ostrava Choice-compulsory study plan
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2004/2005 (N2645) Electrical Engineerong, Communication and Computer Systems (2612T041) Control and Informatics Systems P Czech Ostrava 2 Choice-compulsory study plan
2004/2005 (M2612) Electrical Engineering and Computer Science (2601T004) Measurement and Control Engineering P Czech Ostrava Choice-compulsory study plan
2004/2005 (M2612) Electrical Engineering and Computer Science (2612T018) Electronics and Communication Technology P Czech Ostrava Choice-compulsory study plan
2004/2005 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (10) Elektrické stroje a přístroje P Czech Ostrava Choice-compulsory study plan
2004/2005 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (20) Elektrické pohony a výkonová elektronika P Czech Ostrava Choice-compulsory study plan
2004/2005 (M2612) Electrical Engineering and Computer Science (3902T023) Computer Science P Czech Ostrava Choice-compulsory study plan
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2003/2004 (N2645) Electrical Engineerong, Communication and Computer Systems (2612T041) Control and Informatics Systems P Czech Ostrava 2 Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (2601T004) Measurement and Control Engineering P Czech Ostrava Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (2612T018) Electronics and Communication Technology P Czech Ostrava Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (10) Elektrické stroje a přístroje P Czech Ostrava Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (2642T004) Electrical Machines, Apparatus and Drives (20) Elektrické pohony a výkonová elektronika P Czech Ostrava Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (3902T023) Computer Science P Czech Ostrava Choice-compulsory study plan
2003/2004 (M2612) Electrical Engineering and Computer Science (3907T001) Electrical Power Engineering P Czech Ostrava Choice-compulsory study plan
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Occurrence in special blocks

Block nameAcademic yearForm of studyStudy language YearWSType of blockBlock owner