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Detecting personality and emotion traits in crowds from video sequences

机译:通过视频序列检测人群中的性格和情感特征

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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:本文提出了一种方法来检测视频序列中人群的个性和基本情绪特征。首先,对个人进行检测和跟踪,然后对群体进行识别和特征化。然后,将此类信息映射到OCEAN维度,用于基于OCC情感模型找出视频中的个性和情感。尽管通过现实生活中的实验验证我们的结果是一个明显的挑战,但我们会使用有关不同国家海洋价值以及人们之间新出现的个人距离的可用文献信息来评估我们的方法。因此,这种分析也涉及到每个国家的文化差异。我们的结果表明,与定性和定量结果所示,与可用文献中提供的数据相比,该模型会生成连贯的信息。

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:计算机视觉;人群特征;五大模型;文化维度;人群情感;

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