prikaz prve stranice dokumenta Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja
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undergraduate thesis
Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:419976
Marković, Karlo
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Marković, K. (2023). Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:419976

Marković, Karlo. "Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:419976

Marković, Karlo. "Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:419976

Marković, K. (2023). 'Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 19 December 2024, https://urn.nsk.hr/urn:nbn:hr:168:419976

Marković K. Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 December 19] Available at: https://urn.nsk.hr/urn:nbn:hr:168:419976

K. Marković, "Uklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:419976

Metadata
TitleUklanjanje neočekivanih artefakata s fotografija ljudskih lica korištenjem dubokog učenja
Title (english)Removing unexpected artifacts from photographs of human faces using deep learning
AuthorKarlo Marković
MentorDomagoj Vlah (mentor)
Committee memberDomagoj Vlah (predsjednik povjerenstva)
Committee memberStjepan Šebek (član povjerenstva)
Committee memberIva Manojlović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-08-31, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Cilj, a ujedno i motivacija ovog rada je uklanjanje neočekivanih artefakata sa slika ljudskih lica. Rješenju navedenog problema pristupa se korištenjem dubokog učenja. Preciznije, rad prikazuje koliko dobro arhitektura neuronske mreže, varijacijski autoenkoder, vrši rekonstrukciju oštećene slike. Model je implementiran uz pomoć biblioteke za duboko učenje Pytorch, a treniran je na dopunjenom skupu podataka CelebA. U radu se također navode opći podatci o dubokom učenju, arhitekturi autoenkoder, biblioteci Pytorch i skupu podataka CelebA.
Abstract (english)
The goal, and at the same time the motivation of this work, is to remove unexpected artifacts from images of human faces. It is proposed to get to the solution using deep learning. More precisely, the paper shows how well the architecture of the neural network, the variational autoencoder, reconstructs a damaged image. The model was implemented using the deep learning library Pytorch, and was trained on the extended CelebA dataset. The paper also provides general information about deep learning, the autoencoder architecture, the Pytorch library, and the CelebA dataset.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:419976
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 09:42:11