This paper introduces a novel framework for virtual try-on, termed Wear-Any-Way. Different from previous methods, Wear-Any-Way is a customizable solution. Besides generating high-fidelity results, our method supports users to precisely manipulate the wearing style. To achieve this goal, we first construct a strong pipeline for standard virtual try-on, supporting single/multiple garment try-on and model-to-model settings in complicated scenarios. To make it manipulable, we propose sparse correspondence alignment which involves point-based control to guide the generation for specific locations. With this design, Wear-Any-Way gets state-of-the-art performance for the standard setting and provides a novel interaction form for customizing the wearing style. For instance, it supports users to drag the sleeve to make it rolled up, drag the coat to make it open, and utilize clicks to control the style of tuck, etc. Wear-Any-Way enables more liberated and flexible expressions of the attires, holding profound implications in the fashion industry.
翻译:本文提出了一种新颖的虚拟试穿框架,称为Wear-Any-Way。与现有方法不同,Wear-Any-Way是一种可定制的解决方案。除生成高保真结果外,本方法支持用户精确操控穿着风格。为实现这一目标,我们首先构建了标准虚拟试穿的强效流水线,支持复杂场景下的单件/多件衣物试穿及模型间设置。为使其具备可操控性,我们提出稀疏对应对齐方法,通过引入基于点的控制来引导特定位置的生成。基于此设计,Wear-Any-Way在标准场景下取得了最优性能,并提供了定制穿着风格的新型交互形式。例如,它支持用户拖拽衣袖以实现卷袖效果,拖拽外套使其敞开,以及通过点击控制扎入风格等。Wear-Any-Way实现了对衣物更自由灵活的表达,对时尚产业具有深远意义。