面部表情识别用于测量陪审员在声学陪审员测试中的注意力

Reza Jamali, Andrea Generosi, José Yuri Villafan, Maura Mengoni, Leonardo Pelagalli, G. Battista, M. Martarelli, P. Chiariotti, S. A. Mansi, M. Arnesano, Paolo Castellini
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引用次数: 0

摘要

对声音的感知在很大程度上影响着用户的情绪状态、期望、与产品的情感关系以及购买决策。因此,通过评审团测试评估声音的感知质量对产品设计至关重要。然而,陪审员反应的主观性可能会限制陪审员测试结果的准确性和可靠性。本研究探讨了面部表情分析在陪审员测试中的实用性,以提高反应的可靠性并减少主观性。一些量化指标使研究假设得以验证,如陪审员的情绪反应与情绪价值之间的相关性、陪审员测试的准确性,以及陪审员的问卷回答与 FER(面部表情识别)测量的情绪之间的差异。具体而言,对不同状态下注意力水平的分析表明,注意力水平明显下降,70% 的陪审员在 "心不在焉 "状态下注意力水平下降,62% 的陪审员在 "目光呆滞 "状态下注意力水平下降。另一方面,回归分析表明,在考虑陪审员注意力集中的数据时,陪审员的情绪与他们在陪审员测试中的选择之间的相关性会增加。这种相关性凸显了面部表情分析作为评估陪审员参与度的可靠工具的潜力。研究结果表明,整合面部表情识别可以提高产品设计中陪审员测试的准确性,为用户反应提供更可靠的评估,并深入了解参与者对听觉刺激的反应。
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Facial Expression Recognition for Measuring Jurors’ Attention in Acoustic Jury Tests
The perception of sound greatly impacts users’ emotional states, expectations, affective relationships with products, and purchase decisions. Consequently, assessing the perceived quality of sounds through jury testing is crucial in product design. However, the subjective nature of jurors’ responses may limit the accuracy and reliability of jury test outcomes. This research explores the utility of facial expression analysis in jury testing to enhance response reliability and mitigate subjectivity. Some quantitative indicators allow the research hypothesis to be validated, such as the correlation between jurors’ emotional responses and valence values, the accuracy of jury tests, and the disparities between jurors’ questionnaire responses and the emotions measured by FER (facial expression recognition). Specifically, analysis of attention levels during different statuses reveals a discernible decrease in attention levels, with 70 percent of jurors exhibiting reduced attention levels in the ‘distracted’ state and 62 percent in the ‘heavy-eyed’ state. On the other hand, regression analysis shows that the correlation between jurors’ valence and their choices in the jury test increases when considering the data where the jurors are attentive. The correlation highlights the potential of facial expression analysis as a reliable tool for assessing juror engagement. The findings suggest that integrating facial expression recognition can enhance the accuracy of jury testing in product design by providing a more dependable assessment of user responses and deeper insights into participants’ reactions to auditory stimuli.
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