语音板:一个全面的语音编辑方法,用于基于文本的语音编辑,一拍TTS和属性编辑
IEEE transactions on pattern analysis and machine intelligence
|October 31, 2025
概括
SpeechPalette提供先进的语音编辑,可以轻松修改文本和音调等属性. 这种方法使语音组件脱而出,以实现高质量的重建和细粒度的用户控制.
科学领域:
- 人工智能的人工智能
- 语音处理 语音处理
- 机器学习 机器学习
背景情况:
- 现有的语音编辑系统需要大量的手动输入,并提供有限的属性控制.
- 这些局限性阻碍了语音编辑技术的实际应用.
研究的目的:
- 介绍SpeechPalette,一种新的语音编辑方法,用于高质量,用户控制的语音属性的修改.
- 为了能够精细地控制语音部分,包括文字,音调和持续时间.
主要方法:
- 解方法将语音属性 (文本,音调,持续时间) 从输入音频中分离出来.
- 一个面具和预测机制重建了语音,并通过预测残余错误的扩散模型进行了增强.
- 该系统展示了基于文本的编辑功能,调整音调/速度,以及一拍式的文本转化为语音.
主要成果:
- 与基线系统相比,SpeechPalette 在各种语音编辑任务中实现了卓越的性能.
- 该方法提供了对语音属性的明确,细粒度的控制.
- 实验结果和废弃性研究验证了拟议方法的有效性.
结论:
- 语音板提供了一个平衡的语音编辑方法,提供高质量,明确的控制和实际部署.
- 该方法的性能优于类似大小的系统,并在多个语音操纵任务中展示了多功能性.
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