FLDM-VTON: Faithful Latent Diffusion Model for Virtual Try-on

arXiv:2404.14162v1 Announce Type: new
Abstract: Despite their impressive generative performance, latent diffusion model-based virtual try-on (VTON) methods lack faithfulness to crucial details of the clothes, such as style, pattern, and text. To alleviate these issues caused by the diffusion stochastic nature and latent supervision, we propose a novel Faithful Latent Diffusion Model for VTON, termed FLDM-VTON. FLDM-VTON improves the conventional latent diffusion process in three major aspects. First, we propose incorporating warped clothes as both the starting point and local …

abstract arxiv cs.cv diffusion diffusion model generative nature novel performance stochastic style supervision text type virtual virtual try-on