Suppr超能文献

保留语音情感线索的声学驱动音素去除

ACOUSTICALLY-DRIVEN PHONEME REMOVAL THAT PRESERVES VOCAL AFFECT CUES.

作者信息

Noufi Camille, Berger Jonathan, Frank Michael, Parker Karen, Bowling Daniel L

机构信息

Stanford University, Center for Computer Research in Music and Acoustics, Stanford, CA, USA.

Stanford School of Medicine, Department of Psychiatry and Behavioral Sciences, Stanford, CA, USA.

出版信息

Proc IEEE Int Conf Acoust Speech Signal Process. 2023 Jun;2023. doi: 10.1109/icassp49357.2023.10095942. Epub 2023 May 5.

Abstract

In this paper, we propose a method for removing linguistic information from speech for the purpose of isolating paralinguistic indicators of affect. The immediate utility of this method lies in clinical tests of sensitivity to vocal affect that are not confounded by language, which is impaired in a variety of clinical populations. The method is based on simultaneous recordings of speech audio and electroglotto-graphic (EGG) signals. The speech audio signal is used to estimate the average vocal tract filter response and amplitude envelop. The EGG signal supplies a direct correlate of voice source activity that is mostly independent of phonetic articulation. These signals are used to create a third signal designed to capture as much paralinguistic information from the vocal production system as possible-maximizing the retention of bioacoustic cues to affect-while eliminating phonetic cues to verbal meaning. To evaluate the success of this method, we studied the perception of corresponding speech audio and transformed EGG signals in an affect rating experiment with online listeners. The results show a high degree of similarity in the perceived affect of matched signals, indicating that our method is effective.

摘要

在本文中,我们提出了一种从语音中去除语言信息的方法,目的是分离情感的副语言指标。该方法的直接效用在于对声音情感敏感性的临床测试,这些测试不会受到语言的干扰,而语言在各种临床人群中都存在受损情况。该方法基于语音音频和电声门图(EGG)信号的同步记录。语音音频信号用于估计平均声道滤波器响应和幅度包络。EGG信号提供了与声源活动直接相关的信息,该信息大多独立于语音发音。这些信号用于创建第三个信号,旨在从发声系统中尽可能多地捕获副语言信息——最大限度地保留影响情感的生物声学线索,同时消除语音意义的语音线索。为了评估该方法的成功性,我们在一项有在线听众参与的情感评级实验中研究了对相应语音音频和变换后的EGG信号的感知。结果表明,匹配信号在感知情感方面具有高度相似性,表明我们的方法是有效的。

相似文献

1
ACOUSTICALLY-DRIVEN PHONEME REMOVAL THAT PRESERVES VOCAL AFFECT CUES.
Proc IEEE Int Conf Acoust Speech Signal Process. 2023 Jun;2023. doi: 10.1109/icassp49357.2023.10095942. Epub 2023 May 5.
2
Developmental changes in sensitivity to vocal paralanguage.
Dev Sci. 2000 May;3(2):148-162. doi: 10.1111/1467-7687.00108. Epub 2001 Dec 25.
3
Does the recording medium influence phonetic transcription of cleft palate speech?
Int J Lang Commun Disord. 2017 Jul;52(4):440-449. doi: 10.1111/1460-6984.12282. Epub 2016 Sep 13.
4
Talker identification across source mechanisms: experiments with laryngeal and electrolarynx speech.
J Speech Lang Hear Res. 2014 Oct;57(5):1651-65. doi: 10.1044/2014_JSLHR-S-13-0161.
5
How the voice persuades.
J Pers Soc Psychol. 2020 Apr;118(4):661-682. doi: 10.1037/pspi0000193. Epub 2019 Jun 13.
7
Is there an ironic tone of voice?
Lang Speech. 2005;48(Pt 3):257-77. doi: 10.1177/00238309050480030101.
8
Neural Correlates of Phonetic Learning in Postlingually Deafened Cochlear Implant Listeners.
Ear Hear. 2016 Sep-Oct;37(5):514-28. doi: 10.1097/AUD.0000000000000287.
9
Now You Hear Me, Later You Don't: The Immediacy of Linguistic Computation and the Representation of Speech.
Psychol Sci. 2021 Mar;32(3):410-423. doi: 10.1177/0956797620968787. Epub 2021 Feb 22.

本文引用的文献

1
Validating a psychoacoustic model of voice quality.
J Acoust Soc Am. 2021 Jan;149(1):457. doi: 10.1121/10.0003331.
2
Editorial: Models and Theories of Speech Production.
Front Psychol. 2020 Jun 19;11:1238. doi: 10.3389/fpsyg.2020.01238. eCollection 2020.
4
How the voice persuades.
J Pers Soc Psychol. 2020 Apr;118(4):661-682. doi: 10.1037/pspi0000193. Epub 2019 Jun 13.
5
Electroglottography - An Update.
J Voice. 2020 Jul;34(4):503-526. doi: 10.1016/j.jvoice.2018.12.014. Epub 2019 Mar 11.
6
Mechanics of human voice production and control.
J Acoust Soc Am. 2016 Oct;140(4):2614. doi: 10.1121/1.4964509.
7
Influence on spectral energy distribution of emotional expression.
J Voice. 2013 Jan;27(1):129.e1-129.e10. doi: 10.1016/j.jvoice.2012.08.008. Epub 2012 Nov 15.
8
Auditory processing in autism spectrum disorder: a review.
Neurosci Biobehav Rev. 2012 Feb;36(2):836-54. doi: 10.1016/j.neubiorev.2011.11.008. Epub 2011 Dec 6.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验