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master's thesis
Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže
Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2023. urn:nbn:hr:200:076205
Petrik, Krunoslav
Josip Juraj Strossmayer University of Osijek
Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
Department of Software Engineering
Chair of Visual Computing

Institutional repository: Faculty of Electrical Engineering, Computer Science and Information Technology Osijek

Cite this document

Petrik, K. (2023). Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže (Master's thesis). Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek. Retrieved from https://urn.nsk.hr/urn:nbn:hr:200:076205

Petrik, Krunoslav. "Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže." Master's thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2023. https://urn.nsk.hr/urn:nbn:hr:200:076205

Petrik, Krunoslav. "Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže." Master's thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, 2023. https://urn.nsk.hr/urn:nbn:hr:200:076205

Petrik, K. (2023). 'Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže', Master's thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, accessed 17 February 2025, https://urn.nsk.hr/urn:nbn:hr:200:076205

Petrik K. Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže [Master's thesis]. Osijek: Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek; 2023 [cited 2025 February 17] Available at: https://urn.nsk.hr/urn:nbn:hr:200:076205

K. Petrik, "Sintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže", Master's thesis, Josip Juraj Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology Osijek, Osijek, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:200:076205

Metadata
TitleSintetičko generiranje mikroskopskih slika krvnih stanica za potrebe treniranja neuronske mreže
Title (english)Synthetically generated microscopic images of blood cells for neural network training
AuthorKrunoslav Petrik
MentorIrena Galić (mentor)
MentorMarin Benčević (sumentor)
Committee memberIrena Galić (član povjerenstva)
Committee memberKrešimir Romić (predsjednik povjerenstva)
Committee memberMarija Habijan (član povjerenstva)
GranterJosip Juraj Strossmayer University of Osijek
Faculty of Electrical Engineering, Computer Science and Information Technology Osijek
(Department of Software Engineering)
(Chair of Visual Computing)
Osijek
Defense date and country2023-09-27, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Artificial Intelligence
Abstract
Generiranje umjetnog skupa podataka bijelih krvnih stanica u ovom diplomskom radu riješeno je za stanice neutrofila i monocita. Glavni motiv ovog zadatka jest ukazati na mogućnost i prednosti stvaranja umjetnog skupa podataka te dokazati da je moguće stvoriti umjetni skup podataka iz nule koristeći metode obrade slika i matematičke operacije. Opisane su sve linije programskog koda korištene za ostvarenje zadatka te je za korištene metode pružena teorijska podloga. Korištena je umjetna neuronska mreža trenirana na generiranom skupu podataka kako bi se prikazala stvarna upotreba umjetno generiranog skupa podataka te su analizirani rezultati treniranja.
Abstract (english)
The generation of an artificial dataset of white blood cells in this thesis is accomplished for neutrophils and monocytes. The main motive of this task is to point out the possibilities and advantages of creating an artificial data set and to prove that it is possible to create an artificial data set from scratch using image processing methods and mathematical operations. All the used programming code is thoroughly described, and a theoretical basis is also provided for the methods used. An artificial neural network was trained on the generated data set to represent the real use of the artificially generated data set and the training results were analyzed.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:200:076205
Study programmeTitle: Graduate University Study Programme in Computer Engineering
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
Terms of useLicence In copyright icon
Created on2023-10-13 08:32:41