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undergraduate thesis
Text-To-Image Stable Diffusion Model
2023. urn:nbn:hr:126:859690
Lazić, Ivan
Josip Juraj Strossmayer University of Osijek
School of Applied Mathematics and Informatics

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Lazić, I. (2023). Text-To-Image Stable Diffusion Model (Undergraduate thesis). Osijek: Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics. Retrieved from https://urn.nsk.hr/urn:nbn:hr:126:859690

Lazić, Ivan. "Text-To-Image Stable Diffusion Model." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, 2023. https://urn.nsk.hr/urn:nbn:hr:126:859690

Lazić, Ivan. "Text-To-Image Stable Diffusion Model." Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, 2023. https://urn.nsk.hr/urn:nbn:hr:126:859690

Lazić, I. (2023). 'Text-To-Image Stable Diffusion Model', Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, accessed 15 November 2024, https://urn.nsk.hr/urn:nbn:hr:126:859690

Lazić I. Text-To-Image Stable Diffusion Model [Undergraduate thesis]. Osijek: Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics; 2023 [cited 2024 November 15] Available at: https://urn.nsk.hr/urn:nbn:hr:126:859690

I. Lazić, "Text-To-Image Stable Diffusion Model", Undergraduate thesis, Josip Juraj Strossmayer University of Osijek, School of Applied Mathematics and Informatics, Osijek, 2023. Available at: https://urn.nsk.hr/urn:nbn:hr:126:859690

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Metadata
TitleText-To-Image Stable Diffusion Model
Title (english)Text-to-image Stable Diffusion model
AuthorIvan Lazić
MentorDomagoj Matijević (mentor)
GranterJosip Juraj Strossmayer University of Osijek
School of Applied Mathematics and Informatics
Osijek
Defense date and country2023-09-29, Croatia
Scientific / art field,
discipline and subdiscipline		NATURAL SCIENCES
Mathematics
Mathematical Logic and Accounting
Abstract
U ovom radu ćemo objasniti način funkcioniranja text-to-image modela i pokazati primjer kontrole Stable Diffusion modela pomoću ControlNet modela. Prije opisa rada spomenutih modela, proći ćemo kroz njihovu povijest. Nakon toga ćemo opisati način rada i matematičku pozadinu modela Stable Diffusion. Na kraju ćemo u grafičkom sučelju ComfyUI pokazati nekoliko primjera generiranja i poboljšanja kvalitete slike i kontrole Stable Diffusion modela predprocesorima kako bi preciznije upravljali njegovim rezultatom.
Abstract (english)
In this paper, we will explain how the text-to-image models work and show an example of controlling such a model using ControlNet models. Before describing how these models function, we will go through the history and mathematical background of Stable Diffusion. Finally, in the ComfyUI graphical interface, we will show several examples of generating and improving image quality, as well as controlling the Stable Diffusion model with preprocessors in order to more precisely manage its result.
Keywords
Keywords (english)
Languageenglish
URN:NBNurn:nbn:hr:126:859690
Study programmeTitle: Bachelor of Mathematics and Computer Science
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) matematike i računarstva (sveučilišni/a prvostupnik/prvostupnica (baccalaureus/baccalaurea) matematike i računarstva)
Type of resourceText
File originBorn digital
Access conditionsOpen access
Terms of useLicence In copyright icon
Created on2023-10-23 07:20:14