20.500.12556/RUL-180098 Image editing with diffusion models in the domain of fashion Urejanje slik z difuzijskimi modeli na področju mode Image editing, specifically appearance or style transfer, is an area of computer vision that has seen significant growth due to recent advancements in image diffusion models. There are many different approaches to appearance transfer with fine-tuning, external network adapters and tuning-free methods. In this work, we focus on the latter, where we leverage the existing Stable Diffusion network with some modifications to the internal processing of the attention maps and latent vectors, without modifying the model weights. We propose an appearance transfer method based on partial masking and timestep-controlled appearance modulation, controlling the area and amount of appearance we transfer. The results on the benchmarks outperform current baseline models, which shows the method’s potential for future improvements. Urejanje slik, zlasti prenos videza ali stila, je področje v domeni računalni- škega vida, ki je zaradi nedavnih napredkov v difuzijskih modelih za slike doživelo velik porast priljubljenosti. Obstaja veliko različnih pristopov k prenosu stila z doučevanjemnjem, zunanjimi omrežnimi adapterji, pa tudi z metodami brez doučevanja. V tem delu se osredotočamo na slednje, kjer izkoriščamo obstoječe omrežje Stable Diffusion z nekaj spremembami mehanizma pozornosti in obdelave latentnih vektorjev, brez spreminjanja uteži modela. Predlagamo novo metodo prenosa videza, ki temelji na delnem maskiranju in časovno nadzorovani modulaciji, s čimer nadzorujemo območje in količino videza, ki ga želimo prenesti. Rezultati na primerjalnih testih presegajo trenutne osnovne modele, kar kaže na potencial metode za prihodnje izboljšave. diffusion models generative models computer vision image editing fashion editing difuzijski modeli generativni modeli računalniški vid urejanje slik modno urejanje true false false Angleški jezik Slovenski jezik Magistrsko delo/naloga 2026-03-02 16:10:00 2026-03-02 16:10:07 2026-03-13 10:02:55 0000-00-00 00:00:00 2026 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 37938 271564035 Keseric_Luka_-_Urejanje_slik_z_difuzijskimi_modeli_na_podrocju_mode.pdf Keseric_Luka_-_Urejanje_slik_z_difuzijskimi_modeli_na_podrocju_mode.pdf 1 D8FDF6CA5E910D2A6D60323649A59C68 bb728a6551099d97f4a5d237b8e6c21ea1cc8c56fb43d5549416b13fcfccaf98 8da663c8-1649-11f1-a1ba-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=229167 Fakulteta za računalništvo in informatiko 0 0 0