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undergraduate thesis
Generiranje slika generativnim suparničkim mrežama
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:320284
Kokeza, Lara
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Kokeza, L. (2023). Generiranje slika generativnim suparničkim mrežama (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:320284

Kokeza, Lara. "Generiranje slika generativnim suparničkim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:320284

Kokeza, Lara. "Generiranje slika generativnim suparničkim mrežama." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:320284

Kokeza, L. (2023). 'Generiranje slika generativnim suparničkim mrežama', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 24 July 2024, https://urn.nsk.hr/urn:nbn:hr:168:320284

Kokeza L. Generiranje slika generativnim suparničkim mrežama [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 July 24] Available at: https://urn.nsk.hr/urn:nbn:hr:168:320284

L. Kokeza, "Generiranje slika generativnim suparničkim mrežama", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:320284

Metadata
TitleGeneriranje slika generativnim suparničkim mrežama
Title (english)Image generation by generative adversarial networks
AuthorLara Kokeza
MentorStjepan Bogdan (mentor)
Committee memberStjepan Bogdan (član povjerenstva)
Committee memberTamara Petrović (član povjerenstva)
Committee memberAntonella Barišić (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-06, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu proučava se primjena generativnih suparničkih mreža (GAN) za generiranje novih slika bespilotnih letjelica. U uvodnom dijelu rada daje se pregled osnovnih koncepata GAN-a, teorije igara i procesa treniranja te opisi različitih arhitektura i varijanti GAN-a. Metodologija rada uključuje odabir odgovarajućeg algoritma za generiranje slika baziranog na GAN-ovima, s posebnim naglaskom na DCGAN i WGAN te njihove prednosti za generiranje slika bespilotnih letjelica. Također se opisuju skup podataka, eksperimentalno okruženje i implementacija. Rezultati dobiveni kroz implementaciju i treniranje GAN-a su prikazani i analizirani. Kroz zaključak se sumiraju rezultati i daje se pregled ostvarenih ciljeva u radu.
Abstract (english)
In this paper, we research the application of generative adversarial networks (GANs) for generating new images of unmanned aerial vehicles (UAVs). The introductory section provides an overview of the basic concepts of GANs, game theory, and the training process, along with descriptions of different architectures and variants of GANs. The methodology of the paper includes selecting an appropriate GAN-based algorithm for image generation, with a specific focus on DCGAN and WGAN, highlighting their advantages for generating UAV images. Additionally, the dataset, experimental environment, and implementation are described. The results obtained through the implementation and training of the GAN are presented and analyzed. The conclusion summarizes the findings and provides an overview of the achieved objectives in the paper.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:320284
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)
Type of resourceText
File originBorn digital
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Created on2023-10-11 09:19:32