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VPTD: Human Face Video Dataset for Personality Traits Detection.

Authors :
Kassab, Kenan
Kashevnik, Alexey
Mayatin, Alexander
Zubok, Dmitry
Source :
Data (2306-5729); Jul2023, Vol. 8 Issue 7, p113, 12p
Publication Year :
2023

Abstract

In this paper, we propose a dataset for personality traits detection based on human face videos. Ground truth data have been annotated using the IPIP-50 personality test that every participant is implementing. To collect the dataset, we developed a web-based platform that allows us to acquire spontaneous answers for predefined questions from the respondents. The website allows the participants to record an interactive interview in order to imitate the real-life interview. The dataset includes 38 videos (2 min on average) for people of different races, genders, and ages. In the paper, we propose the top five personality traits calculated based on the test, as well as the top five personality traits calculated by our own developed model that determines this information based on video analysis. We introduced a statistical analysis for the collected dataset, and we also applied a K-means clustering algorithm to cluster the data and present the clustering results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
23065729
Volume :
8
Issue :
7
Database :
Complementary Index
Journal :
Data (2306-5729)
Publication Type :
Academic Journal
Accession number :
168589314
Full Text :
https://doi.org/10.3390/data8070113