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Preliminary test of affective virtual reality scenes with head mount display for emotion elicitation experiment

机译:带有头戴式显示器的情感虚拟现实场景的初步测试用于情感诱发实验

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Emotion elicitation experiments are conducted to collect biological signals from a subject who is in a state of emotion. The recorded signals are used as training/test dataset for constructing an emotion recognition system by means of machine learning. In conventional emotion elicitation experiments, affective images or videos were provided for a subject to draw out an emotion from them. However, the authors have concerns about the effectiveness. To surely evoke a specific emotion from subjects, we have produced several Virtual Reality (VR) scenes and provided the subjects with the scenes through a Head Mount Display (HMD) in emotion elicitation experiments. Usability and effectiveness of the VR scenes with the HMD for emotion elicitation were experimentally verified. It was confirmed that experience of the VR scenes with the HMD was effective in evoking emotions, but we have to improve how subjects learn a way of playing VR scenes and provide measures against VR sickness at any cost. Moreover, Support Vector Machine classifiers as an emotion recognition system were constructed using the biological signals measured from the subjects in the emotion elicitation experiments.
机译:进行情绪激发实验以收集来自处于情绪状态的受试者的生物信号。记录的信号用作训练/测试数据集,用于通过机器学习构建情绪识别系统。在常规的情感激发实验中,为对象提供情感图像或视频以从中引出情感。但是,作者担心其有效性。为了确实唤起受试者的特定情感,我们制作了多个虚拟现实(VR)场景,并在情感激发实验中通过头戴式显示器(HMD)向受试者提供了这些场景。带有HMD的VR场景在情感诱发方面的可用性和有效性已通过实验验证。可以肯定的是,使用HMD进行VR场景的体验可以有效地唤起情绪,但是我们必须改善受试者学习如何播放VR场景的方式,并不惜任何代价提供应对VR疾病的措施。此外,利用情感诱发实验中从受试者测得的生物信号,构建了作为情感识别系统的支持向量机分类器。

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