Survey of Two-Dimensional Image Virtual Try-On Technology

As a hot topic in deep learning research in recent years, virtual try-on technology enables users to intuitively and conveniently check the effect of trying on their favorite clothes, provides more convenience for online shopping, and also has important applications in clothing design, games, animation and other fields. In the virtual try-on technology, the 2D images-based virtual try-on methods can abandon the expensive hardware cost like 3D scanner and time cost of 3D virtual try-on methods, has received more attention from researchers because of its simple and economical characteristics. This paper focuses on the two-dimensional virtual try-on technology, and summarizes it from the following aspects：firstly, the basic principle and process of the two-dimensional virtual try-on technology; the two types of 2D virtual try-on technologies are summarized in a unified way; thirdly, the commonly used data sets, evaluation indicators and loss functions of 2D virtual try-on technology are summarized, and this paper proposes the shortcomings of two-dimensional virtual try-on technologies and the future development trend in the direction of high quality, diversification, multimodality, and integration. © 2023 Journal of Computer Engineering and Applications Beijing Co., Ltd.; Science Press. All rights reserved.