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Detecting personality and emotion traits in crowds from video sequences

机译:从视频序列中检测人群中的人格和情感特征

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摘要

This paper presents a methodology to detect personality and basic emotion characteristics of crowds in video sequences. Firstly, individuals are detected and tracked, and then groups are recognized and characterized. Such information is then mapped to OCEAN dimensions, used to find out personality and emotion in videos, based on OCC emotion models. Although it is a clear challenge to validate our results with real life experiments, we evaluate our method with the available literature information regarding OCEAN values of different Countries and also emergent Personal distance among people. Hence, such analysis refer to cultural differences of each country too. Our results indicate that this model generates coherent information when compared to data provided in available literature, as shown in qualitative and quantitative results.
机译:本文介绍了一种检测视频序列中人群的人格和基本情感特征的方法。首先,检测和跟踪个体,然后识别并表征组。然后根据OCC情感模型映射到海洋尺寸的这些信息映射到海洋尺寸,用于找出视频中的个性和情感。虽然验证我们的现实实验结果是一个明显的挑战,但我们评估了我们对不同国家海洋价值观的可用文献信息,并且在人们之间的突出的个人距离。因此,这种分析也指的是每个国家的文化差异。我们的结果表明,与可用文献中提供的数据相比,该模型会产生相干信息,如定性和定量结果所示。

著录项

  • 来源
    《Machine Vision and Applications》 |2019年第5期|999-1012|共14页
  • 作者单位

    Pontificia Univ Catolica Rio Grande do Sul Grad Program Comp Sci VHLab Av Ipiranga 6681 Porto Alegre RS Brazil;

    Pontificia Univ Catolica Rio Grande do Sul Grad Program Comp Sci VHLab Av Ipiranga 6681 Porto Alegre RS Brazil;

    Pontificia Univ Catolica Rio Grande do Sul Grad Program Comp Sci VHLab Av Ipiranga 6681 Porto Alegre RS Brazil;

    Pontificia Univ Catolica Rio Grande do Sul Grad Program Psychol Av Ipiranga 6681 Porto Alegre RS Brazil;

    Pontificia Univ Catolica Rio Grande do Sul Grad Program Psychol Av Ipiranga 6681 Porto Alegre RS Brazil;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Computer vision; Crowd features; Big Five model; Cultural dimensions; Crowd emotion;

    机译:计算机愿景;人群特征;五大模型;文化尺寸;人群情绪;

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