Zpracování obrazu pro průmyslové aplikace

Type of study	Follow-up Master
Language of instruction	English
Code	653-3176/02
Abbreviation	ZOPA
Course title	Zpracování obrazu pro průmyslové aplikace
Credits	4
Coordinating department	Department of Materials Engineering and Recycling
Course coordinator	doc. Dr. Mgr. Kamil Postava

Subject syllabus

1. Image file formats, matrix description and image digitalization
2. Color images, colorimetry, color coordinates
3. Geometric operations, reduction and interpolation of pixels
4. Histograms and image statistics
5. Boundaries, edges, gradient methods
6. Discrete Fourier transform, spectral methods, 2D apodization
7. Filtration of images
8. Binary images, their generation, analysis and processing
9. Generation of images using optical methods, field of view, resolution limits, system aberration, microscopy, camera systems
10. Image acquisition, CCD and CMOS cameras
11. Computer-generated images, principles of holography, lithographic writing
12. Application software for image processing (OpenCV, GIMP, Matlab, PyTorch)
13. Application of AI for image processing

Literature

W. Burger, M. J. Burge, Digital Image Processing: An Algorithmic Introduction (3rd ed.), Springer Nature, 2022.
S. E. Umbaugh, Computer Vision and Image Analysis: Digital Image Processing and Analysis, 4th ed., CRC Press, 2023.
O. Marques, G. B. Borba, Image processing recipes in Matlab, CRC Press, 2024.

Advised literature

F. A. Merchant, K. R. Castleman, Microscope image processing, 2nd ed., Elsevier Academic Press, 2023.
M. McBride, Image processing in Python: Processing raster images with the Pillow library, Learnpub, 2021.
Z. Hu, Y. A. Ushenko, I. V. Soltys, O. V. Dubolazov, M. P. Gorksky, O. V. Olar, L. Y. Trifonyuk, Mueller-matrix tomography of biological tissues and fluids: Digital image processing and analysis techniques, Springer, 2024.

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