Face-Based Automatic Personality Perception

被引:21
|
作者
Al Moubayed, Noura [1 ]
Vazquez-Alvarez, Yolanda [1 ]
Mckay, Alex [1 ]
Vinciarelli, Alessandro [1 ]
机构
[1] Univ Glasgow, Sch Comp Sci, Sir A Williams Bldg, Glasgow G12 8QQ, Lanark, Scotland
关键词
Automatic Personality Perception; Eigenfaces; Big-Five;
D O I
10.1145/2647868.2655014
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
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 BigFive 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).
引用
收藏
页码:1153 / 1156
页数:4
相关论文
共 50 条
  • [41] Multispace Behavioral Model for Face-Based Affective Social Agents
    Ali Arya
    Steve DiPaola
    [J]. EURASIP Journal on Image and Video Processing, 2007
  • [42] A New Application for Gabor Filters in Face-Based Gender Classification
    Al-Wajih, Ebrahim
    Ahmed, Moataz
    [J]. INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2020, 17 (02) : 178 - 187
  • [43] Incremental Update of Biometric Models in Face-Based Video Surveillance
    De-la-Torre, Miguel
    Granger, Eric
    Radtke, Paulo V. W.
    Sabourin, Robert
    Gorodnichy, Dmitry O.
    [J]. 2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [44] Face-based recognition systems in the ABC e-Gates
    Sanchez del Rio, Jose
    Conde, Cristina
    Tsitiridis, Aristeidis
    Raul Gomez, Jorge
    Martin de Diego, Isaac
    Cabello, Enrique
    [J]. 2015 9TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON), 2015, : 340 - 346
  • [45] On monotonicity and search strategies in face-based copositivity detection algorithms
    Toth, B. G.
    Hendrix, E. M. T.
    Casado, L. G.
    [J]. CENTRAL EUROPEAN JOURNAL OF OPERATIONS RESEARCH, 2022, 30 (03) : 1071 - 1092
  • [46] Face-Based Perceptual Interface for Computer-Human interaction
    Manresa-Yee, Cristina
    Varona, Javier
    Perales, Francisco J.
    [J]. WSCG 2006: SHORT PAPERS PROCEEDINGS: 14TH INTERNATIONAL CONFERENCE IN CENTRAL EUROPE ON COMPUTER GRAPHICS, VISUALIZATION AND COMPUTER VISION 2006, 2006, : 93 - 99
  • [47] A Face-based Authentication System Using Correlation Filters on Videos
    de Oliveira, Jose F. L.
    da Silva, Eduardo A. B.
    Cardoso, Manuel A. P.
    Hollanda, Axel G.
    [J]. 2009 IEEE INTERNATIONAL WORKSHOP ON MULTIMEDIA SIGNAL PROCESSING (MMSP 2009), 2009, : 529 - +
  • [48] A FACE-BASED APPROACH TO THE STUDY OF LEARNERS' AGREEMENTS AND DISAGREEMENTS IN EFL
    Garcia-Pastor, M. D.
    [J]. 7TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE (INTED2013), 2013,
  • [49] Lightweight and Secure Face-Based Active Authentication for Mobile Users
    Keykhaie, Sepehr
    Pierre, Samuel
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 22 (03) : 1551 - 1565
  • [50] Face-Based Judgments: Accuracy, Validity, and a Potential Underlying Mechanism
    Hong, Seungbeom
    Suk, Hye Won
    Choi, Yoonseok
    Na, Jinkyung
    [J]. PSYCHOLOGICAL SCIENCE, 2021, 32 (09) : 1452 - 1462