Face-Based Automatic Personality Perception

Automatic Personality Perception is the task of automatically predicting the personality traits people attribute to others. This work presents experiments where such a task is performed by mapping facial appearance into the Big-Five personality traits, namely Openness, Conscientiousness, Extraversion, Agreeableness and Neuroticism. The experiments are performed over the pictures of the FERET corpus, originally collected for biometrics purposes, for a total of 829 individuals. The results show that it is possible to automatically predict whether a person is perceived to be above or below median with an accuracy close to 70 percent (depending on the trait).

[1]  Aidan G. C. Wright,et al.  Current Directions in Personality Science and the Potential for Advances through Computing , 2014, IEEE Transactions on Affective Computing.

[2]  William Stafford Noble,et al.  Support vector machine , 2013 .

[3]  M. Turk,et al.  Eigenfaces for Recognition , 1991, Journal of Cognitive Neuroscience.

[4]  鈴木 聡 Media Equation 研究の背景と動向 , 2011 .

[5]  K. Scherer,et al.  The New Handbook of Methods in Nonverbal Behavior Research , 2008 .

[6]  Beat Fasel,et al.  Automati Fa ial Expression Analysis: A Survey , 1999 .

[7]  Hatice Gunes,et al.  A survey of perception and computation of human beauty , 2011, J-HGBU '11.

[8]  O. John,et al.  Measuring personality in one minute or less: A 10-item short version of the Big Five Inventory in English and German , 2007 .

[9]  Shan Suthaharan,et al.  Support Vector Machine , 2016 .

[10]  Robert Rosenthal,et al.  Conducting Judgment Studies , 2008 .

[11]  Corinna Cortes,et al.  Support-Vector Networks , 1995, Machine Learning.

[12]  Alessandro Vinciarelli,et al.  A Survey of Personality Computing , 2014, IEEE Transactions on Affective Computing.

[13]  Jordi Vitrià,et al.  Automatic Prediction of Facial Trait Judgments: Appearance vs. Structural Models , 2011, PloS one.

[14]  Paul A. Viola,et al.  Robust Real-Time Face Detection , 2001, International Journal of Computer Vision.

[15]  Daniel Rueckert,et al.  Diffeomorphic Registration Using B-Splines , 2006, MICCAI.

[16]  C. Judd,et al.  Fundamental dimensions of social judgment: understanding the relations between judgments of competence and warmth. , 2005, Journal of personality and social psychology.

[17]  J. Uleman,et al.  Spontaneous inferences, implicit impressions, and implicit theories. , 2008, Annual review of psychology.