| Literature DB >> 27303360 |
Wenwen Zheng1, Qian Yang2, Kaiping Peng1, Feng Yu3.
Abstract
We investigated the cultural differences in understanding and reacting to the babyface in an effort to identify both cultural and gender biases in the universal hypothesis that the babyfaced individuals are perceived as naïve, cute, innocent, and more trustworthy. Sixty-six Chinese and Sixty-six American participants were required to evaluate Chinese faces selected from the Chinese Academy of Sciences (CAS)-Pose, Expression, Accessories, and Lighting (PEAL) Large-Scale Chinese Face Database. In our study, we applied Active Shape Models, a modern technique of machine learning to measure facial features. We found some cultural similarities and also found that a Chinese babyface has bigger eyes, higher eyebrows, a smaller chin, and greater WHR (Facial width-to-height ratio), and looks more attractive and warmer. New findings demonstrate that Chinese babyfaces have a lower forehead and closer pupil distance (PD). We found that when evaluating the babyfacedness of a face, Chinese are more concerned with the combination of all facial features and American are more sensitive to specific highlighted babyfaced features. The Chinese babyface tended to be perceived as more babyfaced for American participants, but not less competent for Chinese participants.Entities:
Keywords: babyface; cultural differences; face perception; facial structure; trait impressions
Year: 2016 PMID: 27303360 PMCID: PMC4886646 DOI: 10.3389/fpsyg.2016.00819
Source DB: PubMed Journal: Front Psychol ISSN: 1664-1078
Figure 1An example of a pointing picture.
Facial Structure Feature Vectors and Fixed Points.
| 1 | Forehead height | Highest point of forehead | Highest point of nose |
| 2 | Nose height | Highest point of nose | Lowest point of nose |
| 3 | Mouth height | Highest point of lips | Lowest point of lips |
| 4 | Chin height | Lowest point of lips | Lowest point of chin |
| 5 | Left eye height | Highest point of left eye | Lowest point of left eye |
| 6 | Right eye height | Highest point of right eye | Lowest point of right eye |
| 7 | Forehead width | Rightmost point of forehead | Leftmost point of forehead |
| 8 | Left eyebrow height | Medial lowest point of left eyebrow | Center of left pupil |
| 9 | Right eyebrow height | Medial lowest point of right eyebrow | Center of right pupil |
| 10 | Left eye length | Leftmost point of left eye | Rightmost point of left eye |
| 11 | Right eye length | Leftmost point of right eye | Rightmost point of right eye |
| 12 | Face width | Right zygoma point | Left zygoma point |
| 13 | Nose width | Lateral point of right ala nasi | Lateral point of Left ala nasi |
| 14 | Mouth width | Rightmost point of lips | Leftmost point of lips |
| 15 | PD | Center of right pupil | Center of left pupil |
| 16 | Face height | Highest point of forehead | Lowest point of chin |
| 17 | Left cheek smoothness degree (the radius of a circle of the triangle combined by three lines) | Left ear | Lowest point of chin |
| Left mandible | Lowest point of chin | ||
| Left ear | Left mandible | ||
| 18 | Right cheek smoothness degree (the radius of a circle of the triangle combined by three lines) | Right ear | Lowest point of chin |
| Right mandible | Lowest point of chin | ||
| Right ear | Right mandible |
Selected vectors and correlation coefficients with babyfacedness.
| r1 | Eye size | 0.40 |
| r1' | Eye size | 0.48 |
| r2 | Eyebrow height | 0.43 |
| r3 | Forehead height | 0.46 |
| r4 | Eye shape | 0.51 |
| r5 | Chin width | 0.61 |
| r6 | PD | 0.66 |
| r7 | Cheek smoothness degree | 0.48 |
r1 is from Berry and McArthur (1985). r1' is from Zebrowitz-McArthur and Montepare (1989). r2 is from Berry and McArthur (1985). r3 is from Zebrowitz-McArthur and Montepare (1989). r4 is from Berry and McArthur (1985). r5 is from Berry and McArthur (1985). r6 is from Zebrowitz-McArthur and Montepare (1989). r7 is from Zebrowitz-McArthur and Montepare (1989).
Means, standard deviations, and correlations between the variables.
| Babyfacedness | (0.85) | ||||||||
| Cheek smoothness degree | −0.08 | ||||||||
| Eye size | 0.01, | −0.26 | |||||||
| Forehead height | 0.05 | −0.11 | 0.28 | ||||||
| Eyebrow height | 0.00, | −0.13 | 0.05 | −0.47 | |||||
| Chin width | 0.01, | −0.24, | 0.18 | −0.08 | 0.27 | ||||
| Eye separation | 0.08 | −0.13 | −0.41 | −0.17 | 0.09 | 0.12 | |||
| Pupil distance | −0.19 | 0.38 | −0.28 | −0.32 | −0.07 | −0.31 | 0.05 | ||
| WHR (Facial width-to-height Ratio) | 0.25 | 0.02, | −0.27 | 0.40 | −0.62 | −0.11 | 0.26 | −0.13 | |
| 49.53 | 0.97 | 0.21 | 0.82 | 0.29 | 1.21 | 0.58 | 81.80 | 1.59 | |
| 25.77 | 0.02 | 0.02 | 0.09 | 0.03 | 0.08 | 0.02 | 6.22 | 0.07 | |
| 0.50 | |||||||||
| 0.50 | |||||||||
The face-level, which is level 1, sample consisted of face gender (a dummy variable, 0 = Female, 1 = Male) and eight facial features. The culture-level, which is level 2, sample consisted of two cultural backgrounds, both Chinese and American. Culture is a dummy variable (0 = Chinese; 1 = American). Reliability estimates (coefficient alpha) are in parentheses on the diagonal. Pupil distance is used to standardize the variables of Round, Eye size, Forehead, Eyebrow, Chin, and Eye separation. Significant differences are indicated:
p < 0.01 (two-tailed tests).
Hierarchical Linear Modeling Result: Effect of Facial Structures and Culture on the Babyface.
| • Face gender (γ10) | 4.69 | 5.44 (3.03), |
| • Cheek smoothness degree (γ20) | −27.38 (24.15), | −14.36 (35.66), |
| • Eye size (γ30) | 227.41 | 171.00 |
| • Forehead height (γ40) | −26.69 | −38.08 |
| • Eyebrow height (γ50) | 240.98 | 176.25 |
| • Chin width (γ60) | −31.03 | −20.24 |
| • Eye separation (γ70) | −17.92 (20.18), | −39.58 (29.33), |
| • Pupil distance (γ80) | −0.50 | −0.40 |
| • WHR (γ90) | 160.51 | 136.18 |
| • Intercept (γ00) | −185.61 | −129.45 |
| • Culture (γ01) | −112.32 (63.77), | |
| • Face gender × Culture (γ11) | −1.49 (4.14), | |
| • Cheek smoothness degree × Culture (γ21) | −26.04 (48.25), | |
| • Eyesize × Culture (γ31) | 112.81 (62.08), | |
| • Forehead height × Culture (γ41) | 22.77 | |
| • Eyebrow height × Culture (γ51) | 129.46 | |
| • Chin width × Culture (γ61) | −21.59 | |
| • Eye separation × Culture (γ71) | 43.32 (39.96), | |
| • Pupil distance × Culture (γ81) | −0.20 (0.13), | |
| WHR × Culture (γ91) | 48.66 | |
| • ~ | 0.16 | 0.17 |
Level 1 is the Face Level (N = 3036); Level 2 is the Culture Level (n = 132). Values in parentheses are standard errors. All entries corresponding to the predicting variables are unstandardized estimations of the fixed effects, γ s, with robust standard errors. Significant differences are indicated:
p < 0.05,
p < 0.01 (two-tailed tests).
Figure 2Interaction Effects among the facial features and culture. (A) Interaction effects between forehead height and culture on babyfacedness. (B) Interaction effects between eyebrow height and culture on babyfacedness. (C) Interaction effects between chin width and culture on babyfacedness. (D) Interaction effects between WHR and culture on babyfacedness.
Results of multiple regression analysis predicting babyfacedness from facial structures.
| Forehead height | −0.3 | −2.05 | −83.61 | −0.59 | Eyebrow height | 0.43 | −2.86 | 69.02 | 399.64 |
| PD | −0.3 | −2.18 | −1.19 | −0.05 | PD | −0.27 | −2.23 | −1.25 | −0.06 |
| WHR | 0.49 | −3.41 | 35.05 | 136.67 | WHR | 0.70 | 4.68 | 85.31 | 214.47 |
Regression method is backward elimination. Dependent variable is average Babyfacedness rating of each face. Significant differences are indicated:
p < 0.05,
p < 0.01 (two-tailed tests).
Component matrix: trait impressions of babyface.
| Kindness | 0.881 | |
| Caring | 0.854 | |
| Threat | −0.838 | |
| Honesty | 0.805 | |
| Aggressiveness | −0.800 | |
| Trustworthiness | 0.768 | |
| Friendliness | 0.763 | |
| Likability | 0.702 | |
| Naïveté | 0.702 | |
| Leadership ability | 0.807 | |
| Confidence | 0.786 | |
| Intelligence | 0.742 | |
Figure 3Interaction effects among the variables of the babyface, face gender, and culture. (A) Interaction effects between the babyface and culture, babyface and face gender on attractiveness. Covariate: perceived age = 31.54. (B) Interaction effects between the babyface and culture for two face genders on competence. Covariates: attractiveness = −0.96, perceived age = 31.54.
Means, standard deviations, and correlations between the variables: age, attractiveness, health, warmth, and competence.
| ( | |||||
| 1. Age | 1 | ||||
| 2. Attractiveness | −0.33 | 1 | |||
| 3. Health | −0.20 | 0.42 | 1 | ||
| 4. Warmth | −0.28 | 0.60 | 0.48 | 1 | |
| 5. Competence | 0.22 | 0.26 | 0.34 | 0, | 1 |
| 31.54 | −0.96 | 1.76 | 0 | 0 | |
| 7.12 | 4.27 | 3.40 | 1 | 1 | |
Significant differences are indicated:
p < 0.01 (two-tailed tests).
Figure 4A pair of typical Chinese babyfaces, female babyface, (A) and male babyface (B).