Vibravox: A dataset of french speech captured with body-conduction audio sensors

IF 2.4 3区 计算机科学 Q2 ACOUSTICS
Julien Hauret , Malo Olivier , Thomas Joubaud , Christophe Langrenne , Sarah Poirée , Véronique Zimpfer , Éric Bavu
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引用次数: 0

Abstract

Vibravox is a dataset compliant with the General Data Protection Regulation (GDPR) containing audio recordings using five different body-conduction audio sensors: two in-ear microphones, two bone conduction vibration pickups, and a laryngophone. The dataset also includes audio data from an airborne microphone used as a reference. The Vibravox corpus contains 45 h per sensor of speech samples and physiological sounds recorded by 188 participants under different acoustic conditions imposed by a high order ambisonics 3D spatializer. Annotations about the recording conditions and linguistic transcriptions are also included in the corpus. We conducted a series of experiments on various speech-related tasks, including speech recognition, speech enhancement, and speaker verification. These experiments were carried out using state-of-the-art models to evaluate and compare their performances on signals captured by the different audio sensors offered by the Vibravox dataset, with the aim of gaining a better grasp of their individual characteristics.
Vibravox:用身体传导音频传感器捕获的法语语音数据集
Vibravox是一个符合通用数据保护条例(GDPR)的数据集,包含使用五种不同的身体传导音频传感器的音频记录:两个入耳式麦克风,两个骨传导振动拾音器和一个喉听筒。该数据集还包括用作参考的机载麦克风的音频数据。Vibravox语料库包含每个传感器45小时的语音样本和生理声音,由188名参与者在高阶立体声3D空间化器施加的不同声学条件下记录。关于记录条件和语言转录的注释也包括在语料库中。我们对各种语音相关任务进行了一系列实验,包括语音识别、语音增强和说话人验证。这些实验使用最先进的模型来评估和比较它们在由Vibravox数据集提供的不同音频传感器捕获的信号上的表现,目的是更好地掌握它们的个体特征。
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来源期刊
Speech Communication
Speech Communication 工程技术-计算机:跨学科应用
CiteScore
6.80
自引率
6.20%
发文量
94
审稿时长
19.2 weeks
期刊介绍: Speech Communication is an interdisciplinary journal whose primary objective is to fulfil the need for the rapid dissemination and thorough discussion of basic and applied research results. The journal''s primary objectives are: • to present a forum for the advancement of human and human-machine speech communication science; • to stimulate cross-fertilization between different fields of this domain; • to contribute towards the rapid and wide diffusion of scientifically sound contributions in this domain.
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