Prijenos umjetničkog stila između slika primjenom konvolucijskih modela

undergraduate thesis

• Title (english): Artistic style transfer between images using convolutional models
• Author: Filip Weisser
• Mentor: Zoran Kalafatić (mentor)
• Committee member: Zoran Kalafatić (predsjednik povjerenstva)
• Committee member: Petra Bevandić (član povjerenstva)
• Committee member: Ivan Grubišić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2022-07-15, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

U ovom radu je prikazan neuronski algoritam prijenosa stila i teorija na kojoj se
zasniva. On koristi VGG-19 model konvolucijske neuronske mreže kako bi izvukao
sadržaj iz jedne slike, te stil iz druge. Zatim spaja izvučene značajke postupkom minimiziranja
gubitka. Uz rad je priložen programski kod implementacije algoritma u
Pythonu. Opisani su rezultati njegova izvođenja, te razlike nastale mijenjanjem početnih
parametara.

Abstract (english)

This paper presents a neural style transfer algorithm and the theory on which it is
based. It uses the VGG-19 model of a convolutional neural network to extract content
from one image, and style from another. Then it merges the extracted features with
a loss minimization process. The program code of the algorithm implementation in
Python is attached to the paper. The results of its performance are described, as well
as the differences caused by changing the initial parameters.

• Keywords: sinteza teksture; konvolucijska neuronska mreža; prijenos stila
• Keywords (english): texture synthesis; convolutional neural network; style transfer
• Language: croatian
• URN:NBN: urn:nbn:hr:168:551926
• 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 11:28:10