Mass Customized Design of Cosmetic Masks Using Three-Dimensional Parametric Human Face Models Constructed From Anthropometric Data

Abstract

Cosmetic mask is a popular skincare product widely accepted by the youth and female. Most cosmetic masks in the current market offer very few sizes to choose from, thus producing misfit masks with reduced wearing comfort and skincare functionality. This paper describes how to realize customized design of cosmetic masks using three-dimensional (3D) parametric face models derived from a large amount of scanned facial data. The parametric models approximate individual faces using a nonlinear regression model controlled by a set of facial parameters easy to be measured. They serve as effective reference geometry to conduct 3D mask design. A prototyping mask design system implementing the parametric modeling method demonstrates the customized design process. The system allows the user to construct the mask shape directly on 3D meshes of a face model by specifying inner and outer boundary curves. An automatic flattening function unfolds the trimmed meshes into a two-dimensional (2D) pattern with a reduced shape distortion. This research enhances the practical value of large-scale anthropometric data by realizing human centric design customization using cosmetic facial mask as an example.

Recognition and the development potential of mobile shopping of customized cosmetic on untact coronavirus disease 2019 period: Focused on 40's to 60's women in Seoul, Republic of Korea

“…By realizing human-centered design customization, it enhances the practical value of large-scale anthropometric data. 27 In addition, a new evolution of 3D skin equivalents has been developed by optimizing 4D laser-assisted bioprinting and skin equivalent culture protocols. This makes it possible to produce fully bioprinted skin equivalents that are close to current skin equivalents and suitable 12, and cosmetics shopping will be carried out using mobile in the future.…”

“…The system allows the user to specify the internal and external boundary curves to form the mask shape directly from the 3D mesh of the face model. By realizing human‐centered design customization, it enhances the practical value of large‐scale anthropometric data 27 . In addition, a new evolution of 3D skin equivalents has been developed by optimizing 4D laser‐assisted bioprinting and skin equivalent culture protocols.…”

Applying Noncontact Sensing Technology in the Customized Product Design of Smart Clothes Based on Anthropometry

“…Linear models are generally adequate for generating excellent results in the application of conventional parametric models with simple geometries. However, linear regression models may be inadequate for portraying detailed shape changes in complex parametric models of body parts, such as faces and bodies [ 26 ]. Therefore, a linear regression model is employed as the nucleus of the proposed parametric model, and the accuracies of the 3D models generated by these parametric models are compared, as shown in Figure 5 .…”

A Genome-Wide Association Study and Machine-Learning Algorithm Analysis on the Prediction of Facial Phenotypes by Genotypes in Korean Women

“… 2–11 Because of individual differences in degree of aging and skin condition, there have been increases in the development of personalized cosmetic technology, such as three-dimensional parametric facial masks and skin diagnosis methods. 12 The skin diagnosis methods for customized cosmetics involve lifestyle questionnaires, clinical evaluations using noninvasive devices, self-diagnosis equipment that converges technology and artificial intelligence (AI), and direct-to-customer genetic tests. Of these, skin condition and degree of aging of an individual can only be predicted using the following three methods: individual genetic analysis, lifestyle questionnaire, and the AI machine-learning algorithm.…”