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undergraduate thesis
Generiranje slika lica pomoću Generativne suparničke mreže
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:554321
Pavlović, Ivan
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

Cite this document

Pavlović, I. (2024). Generiranje slika lica pomoću Generativne suparničke mreže (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:554321

Pavlović, Ivan. "Generiranje slika lica pomoću Generativne suparničke mreže." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:554321

Pavlović, Ivan. "Generiranje slika lica pomoću Generativne suparničke mreže." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:554321

Pavlović, I. (2024). 'Generiranje slika lica pomoću Generativne suparničke mreže', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 29 November 2024, https://urn.nsk.hr/urn:nbn:hr:168:554321

Pavlović I. Generiranje slika lica pomoću Generativne suparničke mreže [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2024 November 29] Available at: https://urn.nsk.hr/urn:nbn:hr:168:554321

I. Pavlović, "Generiranje slika lica pomoću Generativne suparničke mreže", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:554321

Metadata
TitleGeneriranje slika lica pomoću Generativne suparničke mreže
Title (english)Generating Face Images With Generative Adversarial Network
AuthorIvan Pavlović
MentorTomislav Pribanić (mentor)
Committee memberMarko Subašić (predsjednik povjerenstva)
Committee memberDonik Vršnak (član povjerenstva)
Committee memberIvana Matovinović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-07-01, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
U ovom radu istraženi su modeli za generaciju realističnih slika lica, s naglaskom na usporedbu DCGAN (Deep Convolutional GAN) i WGAN-GP (Wasserstein GAN s gradijentnom kaznom). Implementacija DCGAN-a pokazala je ograničenu sposobnost modela u generiranju raznovrsnih i uvjerljivih slika, često s artefaktima i deformacijama. Primjenom WGAN-GP modela, postignuta su značajna poboljšanja u kvaliteti, varijabilnosti i realizmu generiranih slika. Iz rezultata je vidljivo da WGAN-GP pruža stabilniji proces treniranja i superiornu sposobnost simulacije stvarnih uzoraka. Ovaj rad naglašava važnost odabira arhitekture i trenirajućih tehnika u generaciji visoko kvalitetnih sintetičkih podataka.
Abstract (english)
This paper explores models for generating realistic facial images, with a focus on comparing DCGAN (Deep Convolutional GAN) and WGAN-GP (Wasserstein GAN with gradient penalty). The implementation of DCGAN showed the limited capability of the model in generating diverse and convincing images, often with artifacts and deformations. By applying the WGAN-GP model, significant improvements in the quality, variability, and realism of the generated images were achieved. The results indicate that WGAN-GP provides a more stable training process and superior ability to simulate real-world patterns. This paper emphasizes the importance of choosing architectures and training techniques in generating high-quality synthetic data.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:554321
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 on2024-10-12 21:48:04