使用原子语音模型 (Atomic Speech Modela) 的话语稀疏表示
Fanhui Kong1,2, Huali Zhou3, Nengheng Zheng2
1School of Information Engineering, Guangzhou Panyu Polytechnic, Guangzhou, Guangdong 410630, China.
The Journal of the Acoustical Society of America
|March 19, 2025
概括
新型原子语音模型为语音感知研究产生稀疏的模式. 这种模型即使在低速率下也能证明可理解性,并揭示了对双耳一体化和对听觉的回声效应的洞察力.
科学领域:
- 听觉神经科学 听觉神经科学
- 语音处理 语音处理
- 精神声学是一种精神声学.
背景情况:
- 语音感知研究通常使用降解算法,如通道声编码.
- 现有的方法不能完全捕捉话语的稀疏时间频率表示.
研究的目的:
- 介绍和验证一个"原子语音模型"用于生成稀疏的语音信号.
- 在各种听觉条件下调查原子语音的可理解性.
- 探索光谱最大值,双耳集成和回声对语音接收值的影响.
主要方法:
- 使用带通波器和低样本处理处理了语音信号.
- 每个样本都被重现为高斯包裹的色调 (加博原子).
- 适应性语音接收值 (SRT) 被测量为正常听力听众的原子速率的函数.
主要成果:
- 原子语音在低速率 (80原子/秒) 和4种光谱最大值下仍然可以理解.
- 非重叠原子的双耳呈现与单耳呈现相比,恶化了SRT.
- 100毫秒的回声延迟与较短的延迟相比,显著增加了平均SRT.
结论:
- 原子语音模型是研究语音感知机制的宝贵工具.
- 这些发现突出了双耳一体化的挑战和回声的破坏性影响.
- 该模型的稀疏表示为理解听觉处理提供了新的途径.
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