A novel evaluation method of Chinese female lower body shapes based on machine learning

Author:

Yao XiaofengORCID,Shen JinzhuORCID,Wang JianpingORCID

Abstract

PurposeThe purpose of this paper is to define the evaluation criteria for Chinese female lower body shapes and simplify the evaluation process of shapewear, including girdles, shaping pants, etc.Design/methodology/approachThe study utilized a machine learning algorithm based on support vector regression and optimized by a genetic algorithm to construct an evaluation model for the contour beauty of Chinese female lower body shapes. A total of 64 virtual 3D models of women were measured. These models were rated by 42 raters using the Likert 9 psychological scale and data was obtained from 310 female samples.FindingsEight factors were selected and used to create a regression prediction model. The model achieved an accuracy of 84.7% for the training samples and 86.6% for the test samples.Originality/valueThe model can be utilized to assess the aesthetic appeal of the female lower body and to evaluate the shaping impact of shapewear. The research and evaluation of shapewear for the female lower body are of great significance, particularly in enhancing production efficiency.

Publisher

Emerald

Reference19 articles.

1. Sampling methods;Journal of Human Lactation,2020

2. Beauty requires thought: the experience of beauty is selectively impaired by a cognitive task;Journal of Vision,2016

3. Clinical anatomy in aesthetic gluteal body contouring surgery;Clinics in Plastic Surgery,2006

4. Study of girdle based on Chinese female physiology feature;Textile Bioengineering and Informatics Symposium Proceedings,2008

5. Beautiful buttocks: characteristics and surgical techniques;Clinics In Plastic Surgery,2006

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