20.500.12556/DKUM-80572 Uporaba generativnih nasprotniških nevronskih mrež za kreacijo slik psov bachelor's thesis Using generative adverserial neural networks for creation of dog images Kot glavni cilj diplomske naloge smo poleg pregleda obstoječe literature preučili že razvit model generativne nasprotniške mreže StyleGAN ter podrobneje analizirali njeno implementacijo in delovanje. S pridobljenim znanjem iz literature in pregledom obstoječih rešitev smo izbrali projekt, ki smo ga prilagodili in optimizirali za delo na izbranih digitalnih slikah psov. Poudarili smo pomen uporabe ustreznih slik psov za učenje in vpliv različnih parametrov, kot so velikost serije, plasti in velikost slike, na optimizacijo zmogljivosti modela za ustvarjanje realističnih slik. As our main objective, in addition to reviewing the existing literature, we studied an already developed model of the generative adversarial network StyleGAN, analyzed its implementation and operation in more detail. With the acquired knowledge from the literature and a review of existing solutions, we adapted and optimized a chosen project to work on our selected digital images of dogs. We captured the importance of using appropriate images of dogs for learning and the impact of different parameters, such as batch size, layers, and image size, on the optimization of the performance of the model for image generation. We successfully generated multiple realistic samples of dogs. nevronske mreže psi generacija slik generativne nasprotniške mreže StyleGAN neural networks dogs image generation generative adversarial neural networks StyleGAN true true false [T. Boršić] Angleški jezik Slovenski jezik Diplomsko delo/naloga 2021-09-20 10:34:59 2021-11-04 12:38:35 2022-08-09 23:08:21 0000-00-00 00:00:00 2021 0 Maribor 0 Maribor IX, 34 str. 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 004.8:004.93(043.2) 86218499 UN_Borsic_Teja_2021.pdf UN_Borsic_Teja_2021.pdf 1 9FA508B109F58CBCF57A7B754E0980EA 3267c85828912e1029341d254d27c94f7b2c6876ce230b0db17029a99d90c74b d646b28b-30c4-11ec-8b45-00155d000105 20.500.12556/dkum/03248a1d-1b25-4f64-aff0-7f44bb5bf66e https://dk.um.si/Dokument.php?lang=slv&id=155058 Fakulteta za elektrotehniko, računalništvo in informatiko 0 0 0