Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes
There is a close relationship between the attractiveness of the face and the facial features. The shape of the facial features determines the level of attractiveness, in which the eyes and eyebrows are particularly vital. In this article, we proposed a method to study the facial attractiveness by co...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2019-07-01
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| Series: | Frontiers in Psychology |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/article/10.3389/fpsyg.2019.01466/full |
| _version_ | 1811327418635386880 |
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| author | Jian Zhao Meng Zhang Chen He Kainan Zuo |
| author_facet | Jian Zhao Meng Zhang Chen He Kainan Zuo |
| author_sort | Jian Zhao |
| collection | DOAJ |
| description | There is a close relationship between the attractiveness of the face and the facial features. The shape of the facial features determines the level of attractiveness, in which the eyes and eyebrows are particularly vital. In this article, we proposed a method to study the facial attractiveness by combining global face shape and local geometric features of eye and eyebrow and using computer big data analysis for assistance. Firstly, we collected 300 images of East Asian female and use machine learning methods to evaluate the attractiveness scores of face images. Secondly, geometric models were constructed separately for the eyebrows and the eyes to obtain their geometric and shape features. Correlation analysis was performed on the obtained data to study their shape matching of different facial attractiveness rating levels. Finally, the relationship between the shape of face and eyebrows was analyzed by combining the facial ratio and the geometric features of the eyebrows. The research in this article can provide reference for medical and beauty institutions and women’s makeup, and further study in the field of facial aesthetic analysis based on geometric features. |
| first_indexed | 2024-04-13T15:07:29Z |
| format | Article |
| id | doaj.art-2d46504799fd42fe8a68c7138c744e85 |
| institution | Directory Open Access Journal |
| issn | 1664-1078 |
| language | English |
| last_indexed | 2024-04-13T15:07:29Z |
| publishDate | 2019-07-01 |
| publisher | Frontiers Media S.A. |
| record_format | Article |
| series | Frontiers in Psychology |
| spelling | doaj.art-2d46504799fd42fe8a68c7138c744e852022-12-22T02:42:07ZengFrontiers Media S.A.Frontiers in Psychology1664-10782019-07-011010.3389/fpsyg.2019.01466448455Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face ShapesJian ZhaoMeng ZhangChen HeKainan ZuoThere is a close relationship between the attractiveness of the face and the facial features. The shape of the facial features determines the level of attractiveness, in which the eyes and eyebrows are particularly vital. In this article, we proposed a method to study the facial attractiveness by combining global face shape and local geometric features of eye and eyebrow and using computer big data analysis for assistance. Firstly, we collected 300 images of East Asian female and use machine learning methods to evaluate the attractiveness scores of face images. Secondly, geometric models were constructed separately for the eyebrows and the eyes to obtain their geometric and shape features. Correlation analysis was performed on the obtained data to study their shape matching of different facial attractiveness rating levels. Finally, the relationship between the shape of face and eyebrows was analyzed by combining the facial ratio and the geometric features of the eyebrows. The research in this article can provide reference for medical and beauty institutions and women’s makeup, and further study in the field of facial aesthetic analysis based on geometric features.https://www.frontiersin.org/article/10.3389/fpsyg.2019.01466/fullfacial featureseyeeyebrowface shapefacial attractiveness |
| spellingShingle | Jian Zhao Meng Zhang Chen He Kainan Zuo Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes Frontiers in Psychology facial features eye eyebrow face shape facial attractiveness |
| title | Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes |
| title_full | Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes |
| title_fullStr | Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes |
| title_full_unstemmed | Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes |
| title_short | Data-Driven Research on the Matching Degree of Eyes, Eyebrows and Face Shapes |
| title_sort | data driven research on the matching degree of eyes eyebrows and face shapes |
| topic | facial features eye eyebrow face shape facial attractiveness |
| url | https://www.frontiersin.org/article/10.3389/fpsyg.2019.01466/full |
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