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JungWoo Chae

2 accepted papers

2025

APT: Adaptive Personalized Training for Diffusion Models with Limited Data

CVPR 2025poster

Personalizing diffusion models using limited data presents significant challenges, including overfitting, loss of prior knowledge, and degradation of text alignment. Overfitting leads to shifts in the noise prediction distribution, disrupting the denoising trajectory and causing the model to lose se…

Cited by 0SourcePDFScholar
2023

Semantic Image Synthesis with Unconditional Generator

NeurIPS 2023poster

Semantic image synthesis (SIS) aims to generate realistic images according to semantic masks given by a user. Although recent methods produce high quality results with fine spatial control, SIS requires expensive pixel-level annotation of the training images. On the other hand, manipulating intermed…

Cited by 4SourcePDFScholar