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undergraduate thesis
Segmentacija krvnih žila u slikama očne pozadine
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. urn:nbn:hr:168:164266
Kruljac, Jakov
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Kruljac, J. (2020). Segmentacija krvnih žila u slikama očne pozadine (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:164266

Kruljac, Jakov. "Segmentacija krvnih žila u slikama očne pozadine." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:164266

Kruljac, Jakov. "Segmentacija krvnih žila u slikama očne pozadine." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2020. https://urn.nsk.hr/urn:nbn:hr:168:164266

Kruljac, J. (2020). 'Segmentacija krvnih žila u slikama očne pozadine', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 25 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:164266

Kruljac J. Segmentacija krvnih žila u slikama očne pozadine [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2020 [cited 2024 July 25] Available at: https://urn.nsk.hr/urn:nbn:hr:168:164266

J. Kruljac, "Segmentacija krvnih žila u slikama očne pozadine", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2020. Available at: https://urn.nsk.hr/urn:nbn:hr:168:164266

Metadata
TitleSegmentacija krvnih žila u slikama očne pozadine
Title (english)Segmentation of Blood Vessels in the Images of the Ocular Background
AuthorJakov Kruljac
MentorMarko Subašić (mentor)
Committee memberMarko Subašić (predsjednik povjerenstva)
Committee memberIvana Matovinović (član povjerenstva)
Committee memberDenis Milošević (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2020-07-15, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu obrađena je tema segmentiranja krvnih žila iz očne pozadine. Objašnjene su tri vrste dubokih neuronskih mreža koje su potrebe za rješavanje problema: potpuno povezana neuronska mreža, konvolucijska neuronska mreža i generativna kontradiktorna mreža. Posebno je objašnjena vrsta mreže koja se koristi kao generator u generativnoj kontradiktornoj neuronskoj mreži, U-net. Za diskriminator se koristi se obična neuronska mreža koja podatke uspoređuje na temelju cijele slike. Model generativne neuronske mreže koji je napravljen u sklopu ovog rada poprilično je uspješan u segmentaciji krvnih žila, a rezultati se mogu vidjeti u radu. Za model koristio se programski jezik Python 3.6 te dodatne biblioteke namijenjene za duboko učenje.
Abstract (english)
This paper deals with the topic of segmentation of blood vessels from the fundus. Three types of deep neural networks that are needed to solve the problem are explained: a fully connected neuronal network, a convolutional neuron network, and a generative adversarial network. Particularly explained is the type of network used as a generator in the generative adversarial neural network U-net. A discriminator uses a regular neural network that compares data across the entire image. The model of generative adversarial neural network made in this work is quite successful in the segmentation of blood vessels, and the results can be seen in the work. The model used the Python 3.6 programming language and additional deep-learning libraries.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:164266
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
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File originBorn digital
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Created on2022-12-28 09:11:24