Učenje modela za prevođenje crteža u slike

undergraduate thesis

• Title (english): Training models for translating sketches into images
• Author: Iva Panić
• Mentor: Siniša Šegvić (mentor)
• Committee member: Siniša Šegvić (predsjednik povjerenstva)
• Committee member: Josip Šarić (član povjerenstva)
• Committee member: Ivan Grubišić (član povjerenstva)
• Granter: University of Zagreb; Faculty of Electrical Engineering and Computing; Zagreb
• Defense date and country: 2021-07-08, Croatia
• Scientific / art field, discipline and subdiscipline: TECHNICAL SCIENCES; Computing

Abstract

Ovaj završni rad obuhvaća teoretsku razradu osnova dubokog učenja, poput neuronskih mreža, njihovih arhitektura i postojećih algoritama. Razrađuje se pojam generativnog suparničkog modela i predstavlja problem prevođenja crteža u sliku, kao i primjene generativnih modela u tom području. Opisana je arhitektura modela pix2pix te prikazani su eksperimentalni rezultati nekoliko konfiguracija modela. Spomenuta je korištena programska potpora.

Abstract (english)

This thesis includes a theoretical elaboration of the basics of deep learning, such as neural networks, their architectures and existing algorithms. It elaborates the concept of generative adversarial networks and represents the problem of translating sketches into images, as well as the applications of generative models in this area. The architecture of the pix2pix model is described and the experimental results of several model configurations are presented. Used software support is mentioned.

• Keywords: strojno učenje; duboko učenje; neuronske mreže; računalni vid; generativni modeli; generativne suparničke mreže; prevođenje iz slike u sliku; crteži
• Keywords (english): machine learning; deep learning; computer vision; neural networks; generative models; generative adversarial networks; image-to-image translation; sketches
• Language: croatian
• URN:NBN: urn:nbn:hr:168:698142
• 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: 2023-01-14 21:20:52