CASIA OpenIR  > 模式识别国家重点实验室  > 机器人视觉
Physiognomy: Personality Traits Prediction by Learning
Zhang, Ting1,3; Qin, Rizhen1; Dong, Qiulei1,2,3; Gao, Wei1; Xu, Huarong4; Hu, Zhanyi1,2,3
2017
发表期刊International Journal of Automation and Computing
卷号14期号:4页码:386-395
摘要
 
Evaluating individuals' personality traits and intelligence from their faces plays a crucial role in interpersonal relationship and important social events such as elections and court sentences.To assess the possible correlations between personality traits (also measured intelligence) and face images,we first construct a dataset consisting of face photographs,personality measurements,and intelligence measurements.Then,we build an end-to-end convolutional neural network for prediction of personality traits and intelligence to investigate whether self-reported personality traits and intelligence can be predicted reliably from a face image.To our knowledge,it is the first work where deep learning is applied to this problem.Experimental results show the following three points:1)"Rule-consciousness" and "Tension" can be reliably predicted from face images.2) It is difficult,if not impossible,to predict intelligence from face images,a finding in accord with previous studies.3) Convolutional neural network (CNN) features outperform traditional handcrafted features in predicting traits.
关键词Personality Traits Physiognomy Face Image Deep Learning Convolutional Neural Network (Cnn)
收录类别EI
语种英语
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/19564
专题模式识别国家重点实验室_机器人视觉
通讯作者Dong, Qiulei
作者单位1.National Laboratory of Pattern Recognition, Institute of Automation, CAS
2.Center for Excellence in Brain Science and Intelligence Technology, CAS
3.University of Chinese Academy of Sciences
4.Department of Computer Science & Technology, Xiamen Institute of Technology
推荐引用方式
GB/T 7714
Zhang, Ting,Qin, Rizhen,Dong, Qiulei,et al. Physiognomy: Personality Traits Prediction by Learning[J]. International Journal of Automation and Computing,2017,14(4):386-395.
APA Zhang, Ting,Qin, Rizhen,Dong, Qiulei,Gao, Wei,Xu, Huarong,&Hu, Zhanyi.(2017).Physiognomy: Personality Traits Prediction by Learning.International Journal of Automation and Computing,14(4),386-395.
MLA Zhang, Ting,et al."Physiognomy: Personality Traits Prediction by Learning".International Journal of Automation and Computing 14.4(2017):386-395.
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