Prijenos stila između slika uporabom dubokih neuronskih mreža

undergraduate thesis

• Title (english): Image style transfer using deep neural networks
• Author: Mario Gjenero
• Mentor: Sonja Grgić (mentor)
• Committee member: Sonja Grgić (predsjednik povjerenstva)
• Committee member: Josip Vuković (član povjerenstva)
• Committee member: Ivana Žeger (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-09-14, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom završnom radu, obrađena je uporaba neuronskih mreži za prijenos stila slike. Prijenos stila slike, tehnika je računalnog vida, koja omogućuje ponovnu kompoziciju slike u stilu neke druge slike. U prvom dijelu rada dan je uvod u neuronske mreže te motivaciju koja stoji iza njih. Kasnije u radu, objašnjen je neuronski prijenos stila i način na koji on funkcionira, a dani su i rezultati dobiveni primjenom istog. Na kraju rada, opisane su moguće primjene prijenosa stila u različitim područjima.

Abstract (english)

In this thesis, we presented the use of neural networks for style transfer. Style transfer is computer vision technique, which allows us to recompose an image with the style of another image. In the first part of this thesis, we give an introduction to neural networks and the motivation behind them. Later on, we explain what neural style transfer(NST) is and how it works. Also, the results obtained with NST are presented. Finally, we described possible style transfer applications in different fields.

• Keywords: neuronske mreže; konvolucijske neuronske mreže; prijenos stila; neuronski prijenos stila; TensorFlow
• Keywords (english): neural networks; convolutional neural networks; style transfer; neural style transfer; TensorFlow
• Language: croatian
• URN:NBN: urn:nbn:hr:168:712661
• Study programme: Title: 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 resource: Text
• File origin: Born digital
• Access conditions: Closed access
• Created on: 2023-01-15 10:10:59