Tailoring Garment Fit for Personalized Body Image Enhancement: Insights from Digital Fitting Research

被引:0
|
作者
Li, Jiayin [1 ]
Su, Xing [2 ]
Liang, Jiahao [2 ]
Mok, P. Y. [1 ,2 ,3 ]
Fan, Jintu [1 ,2 ,3 ]
机构
[1] Lab Artificial Intelligence Design, Hong Kong, Peoples R China
[2] Hong Kong Polytech Univ, Sch Fash & Text, Hong Kong, Peoples R China
[3] Hong Kong Polytech Univ, Res Ctr Text Future Fash, Hong Kong, Peoples R China
来源
JOURNAL OF THEORETICAL AND APPLIED ELECTRONIC COMMERCE RESEARCH | 2024年 / 19卷 / 02期
关键词
online apparel mass customization; body image perception; computer-aided design; artificial neural network; garment fit; PATTERN GENERATION; ATTRACTIVENESS; FEMALE; PERCEPTION;
D O I
10.3390/jtaer19020049
中图分类号
F [经济];
学科分类号
02 ;
摘要
In the context of the Fashion Apparel Industry 4.0, a transformative evolution is directed towards the Online Apparel Mass Customization (OAMC) strategy, which provides efficient and personalized apparel product solutions to consumers. A critical challenge within this customization process is the determination of sizes. While existing research addresses comfort evaluation in relation to wearer and garment fit, little attention has been given to how garment fit influences the wearer's body image, which is also an important purchase consideration. This study investigates the impact of garment fit on the wearer's body scale perception using quantitative research design. A digital dataset of avatars, clothed in varying sizes of T-shirts, were created for the body scale perception experiment, and an Artificial Neural Network (ANN) model was developed to predict the effect of T-shirt fit on body image. With only a small number of garments and body measurements as inputs, the ANN model can accurately predict the body scales of the clothed persons. It was found that the effect of apparel fit on body image varies depending on the wearer's gender, body size, and shape. This model can be applied to enhance the online garment shopping experience with respect to personalized body image enhancement.
引用
收藏
页码:942 / 957
页数:16
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