VPTD: Human Face Video Dataset for Personality Traits Detection
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 sponta...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-06-01
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| Series: | Data |
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| Online Access: | https://www.mdpi.com/2306-5729/8/7/113 |
| _version_ | 1797589684109443072 |
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| author | Kenan Kassab Alexey Kashevnik Alexander Mayatin Dmitry Zubok |
| author_facet | Kenan Kassab Alexey Kashevnik Alexander Mayatin Dmitry Zubok |
| author_sort | Kenan Kassab |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-11T01:10:02Z |
| format | Article |
| id | doaj.art-bcb89868ad8b4746b685e40d6c78eb6e |
| institution | Directory Open Access Journal |
| issn | 2306-5729 |
| language | English |
| last_indexed | 2024-03-11T01:10:02Z |
| publishDate | 2023-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Data |
| spelling | doaj.art-bcb89868ad8b4746b685e40d6c78eb6e2023-11-18T18:56:22ZengMDPI AGData2306-57292023-06-018711310.3390/data8070113VPTD: Human Face Video Dataset for Personality Traits DetectionKenan Kassab0Alexey Kashevnik1Alexander Mayatin2Dmitry Zubok3St. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS), 199178 St. Petersburg, RussiaSt. Petersburg Federal Research Center of the Russian Academy of Sciences (SPC RAS), 199178 St. Petersburg, RussiaInformation Technology and Programming Faculty, ITMO University, 197101 St. Petersburg, RussiaInformation Technology and Programming Faculty, ITMO University, 197101 St. Petersburg, RussiaIn 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.https://www.mdpi.com/2306-5729/8/7/113human face datasetOCEAN modelpersonality traitsPrincipal Component Analysis |
| spellingShingle | Kenan Kassab Alexey Kashevnik Alexander Mayatin Dmitry Zubok VPTD: Human Face Video Dataset for Personality Traits Detection Data human face dataset OCEAN model personality traits Principal Component Analysis |
| title | VPTD: Human Face Video Dataset for Personality Traits Detection |
| title_full | VPTD: Human Face Video Dataset for Personality Traits Detection |
| title_fullStr | VPTD: Human Face Video Dataset for Personality Traits Detection |
| title_full_unstemmed | VPTD: Human Face Video Dataset for Personality Traits Detection |
| title_short | VPTD: Human Face Video Dataset for Personality Traits Detection |
| title_sort | vptd human face video dataset for personality traits detection |
| topic | human face dataset OCEAN model personality traits Principal Component Analysis |
| url | https://www.mdpi.com/2306-5729/8/7/113 |
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