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 high-quality garment placement and model compression for mobile devices, we present a novel technical pipeline and an interface design that enables privacy preservation and user customization. A usage scenario highlights how our tool can provide a seamless, interactive virtual try-on experience for customers and provide a valuable service for fashion e-commerce businesses.

我们提出了Mobile Fitting Room，这是第一个基于设备的基于扩散模型的虚拟试穿系统，通过创新的技术流程和界面设计，实现了高质量的服装放置、模型压缩、隐私保护和用户自定义，为时尚电子商务业务提供了沉浸式、交互式的虚拟试穿体验。

移动试衣间：基于扩散模型的设备内虚拟试穿