2 papers
cs.CV2025
Delta-SVD: Efficient Compression for Personalized Text-to-Image Models
Tangyuan Zhang, Shangyu Chen, Qixiang Chen +1
Personalized text-to-image models such as DreamBooth require fine-tuning large-scale diffusion backbones, resulting in significant storage overhead when maintaining many subject-sp…
cs.CV2024
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction
Shangyu Chen, Zizheng Pan, Jianfei Cai +1
Personalizing a large-scale pretrained Text-to-Image (T2I) diffusion model is challenging as it typically struggles to make an appropriate trade-off between its training data distr…