| Physiognomy: Personality Traits Prediction by Learning | |
Zhang, Ting1,3 ; Qin, Rizhen1; Dong, Qiulei1,2,3; Gao, Wei1; Xu, Huarong4; Hu, Zhanyi1,2,3
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| 发表期刊 | International Journal of Automation and Computing
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| 2017 | |
| 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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| Physiognomy Personal（1933KB） | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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