Mobile Fitting Room: On-device Virtual Try-on via Diffusion Models

The growing digital landscape of fashion e-commerce calls for interactive and user-friendly interfaces for virtually trying on clothes. Traditional try-on methods grapple with challenges in adapting to diverse backgrounds, poses, and subjects. While newer methods, utilizing the recent advances of diffusion models, have achieved higher-quality image generation, the human-centered dimensions of mobile interface delivery and privacy concerns remain largely unexplored. We present Mobile Fitting Room, the first on-device diffusion-based virtual try-on system. To address multiple inter-related technical challenges such as …

advances challenges commerce cs.ai cs.hc cs.lg diffusion diffusion models digital dimensions diverse e-commerce fashion human image image generation interactive interfaces landscape mobile quality room via virtual virtual try-on