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master's thesis
Sinteza novih pogleda temeljena na neuronskim poljima zračenja
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. urn:nbn:hr:168:921221
Ciglenečki, Matej
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Ciglenečki, M. (2023). Sinteza novih pogleda temeljena na neuronskim poljima zračenja (Master's thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:921221

Ciglenečki, Matej. "Sinteza novih pogleda temeljena na neuronskim poljima zračenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:921221

Ciglenečki, Matej. "Sinteza novih pogleda temeljena na neuronskim poljima zračenja." Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2023. https://urn.nsk.hr/urn:nbn:hr:168:921221

Ciglenečki, M. (2023). 'Sinteza novih pogleda temeljena na neuronskim poljima zračenja', Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 17 June 2024, https://urn.nsk.hr/urn:nbn:hr:168:921221

Ciglenečki M. Sinteza novih pogleda temeljena na neuronskim poljima zračenja [Master's thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2023 [cited 2024 June 17] Available at: https://urn.nsk.hr/urn:nbn:hr:168:921221

M. Ciglenečki, "Sinteza novih pogleda temeljena na neuronskim poljima zračenja", Master's thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:168:921221

Metadata
TitleSinteza novih pogleda temeljena na neuronskim poljima zračenja
Title (english)Novel View Synthesis Based on Neural Radiance Fields
AuthorMatej Ciglenečki
MentorMarko Subašić (mentor)
Committee memberMarko Subašić (predsjednik povjerenstva)
Committee memberTomislav Petković (član povjerenstva)
Committee memberKrešimir Križanović (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2023-07-13, Croatia
Abstract
Neuronsko polje zračenja (engl. Neural Radiance Field, skraćeno NeRF) je metoda za sintetiziranje novih pogleda složene 3D scene. Rad istražuje kvalitetu sintetiziranih neviđenih pogleda i analizira mogućnosti NeRF-a za generiranje visokokvalitetnih slika iz novih pogleda. Metodom prijenosnog učenja istražena je mogućnost sintetiziranja segmentacijskih maski. Ispitano je ponašanje modela u ovisnosti o broju korištenih slika kao i mogućnost generalizacije modela na poglede koji znatnije odstupaju od viđenih. Provedena je analiza generalizacije modela u ovisnosti o varijabilnosti scene.
Abstract (english)
Neural Radiance Field (NeRF) is a method for synthesizing novel views of a complex 3D scene. The paper investigates the quality of synthesized unseen views and analyzes the capabilities of NeRF to generate high-quality images from new views. The possibility of synthesizing segmentation masks was investigated using the transfer learning method. The behavior of the model was tested depending on the number of images used, as well as the possibility of generalizing the model to views that differ significantly from those seen. An analysis of the generalization of the model was carried out depending on the variability of the scene.
Keywords
Keywords (english)
Languagecroatian
URN:NBNurn:nbn:hr:168:921221
Study programmeTitle: Computing
Study programme type: university
Study level: graduate
Academic / professional title: magistar/magistra inženjer/inženjerka računarstva (magistar/magistra inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2023-10-11 08:35:57