探索噪音,语言熟悉度和实验环境对情感识别的影响
Terry Amorese1, Marialucia Cuciniello1, Anna Alterio1
1Department of Psychology, Università degli Studi della Campania "L. Vanvitelli", Caserta, Italy.
Frontiers in psychology
|July 10, 2025
概括
语音情感识别 (SER) 受实验环境,背景噪音和语言熟悉度的影响. 这些因素影响了愤怒,快乐和悲伤等情绪如何从声音线索中准确地识别出来.
科学领域:
- 心理学 心理学 心理学
- 语言学的语言学.
- 计算机科学 计算机科学
背景情况:
- 语音情感识别 (SER) 研究通常发生在受控环境中.
- 了解上下文因素对于开发强大的SER系统至关重要.
研究的目的:
- 调查实验环境,背景噪音和语言熟悉程度如何影响声情识别.
- 确定这些因素对识别愤怒,恐惧,悲伤,快乐和中立等情绪的影响.
主要方法:
- 使用来自意大利EMOVO数据集的声情刺激.
- 参与者包括意大利和荷兰的母语.
- 该研究涉及两个设置 (实验室与现实) 和三个噪音条件.
主要成果:
- 实验环境和噪音水平影响了情绪识别的准确性.
- 语言熟悉程度影响了表现,错误因情绪而异.
- 即使在杂的环境中,Prosody也有助于情绪辨别.
结论:
- 倾听环境,背景噪音和语言熟悉度是 SER 中的关键变量.
- 结果可以为开发更有效的SER系统和人机交互界面提供信息.
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