Papers › Vibravox: A Dataset of French Speech Captured with Body-conduction Audio Sensors

Vibravox: A Dataset of French Speech Captured with Body-conduction Audio Sensors

16 Jul 2024arXiv:2407.11828archive 2025-07-28

Julien Hauret, Malo Olivier, Thomas Joubaud, Christophe Langrenne, Sarah Poirée, Véronique Zimpfer, Éric Bavu

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 hours 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.

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jhauret/vibravox officialmentioned in papermentioned on GitHubpytorch report

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Tasks

Automatic Phoneme RecognitionAutomatic Speech Recognition (ASR)Bandwidth ExtensionSpeaker VerificationSpeech EnhancementSpeech Recognitionspeech-recognition

Datasets

Introduced by this paper, per the archive.

VibraVox (forehead accelerometer)VibraVox (headset microphone)VibraVox (rigid in-ear microphone)VibraVox (soft in-ear microphone)VibraVox (temple vibration pickup)VibraVox (throat microphone)

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Automatic Phoneme Recognition VibraVox (forehead accelerometer) medium wav2vec2.0 Test PER 0.046 #1 of 1 Archive leaderboard report
Automatic Phoneme Recognition VibraVox (headset microphone) medium wav2vec2.0 Test PER 0.028 #1 of 1 Archive leaderboard report
Automatic Phoneme Recognition VibraVox (rigid in-ear microphone) medium wav2vec2.0 Test PER 0.045 #1 of 1 Archive leaderboard report
Automatic Phoneme Recognition VibraVox (soft in-ear microphone) medium wav2vec2.0 Test PER 0.041 #1 of 1 Archive leaderboard report
Automatic Phoneme Recognition VibraVox (temple vibration pickup) medium wav2vec2.0 Test PER 0.142 #1 of 1 Archive leaderboard report
Automatic Phoneme Recognition VibraVox (throat microphone) medium wav2vec2.0 Test PER 0.073 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (forehead accelerometer) Configurable EBEN (M=4, P=4, Q=4) EER (ECAPA2) 0.0183 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (forehead accelerometer) Configurable EBEN (M=4, P=4, Q=4) Noresqua-MOS 4.250 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (forehead accelerometer) Configurable EBEN (M=4, P=4, Q=4) PER (wav2vec2) 0.091 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (forehead accelerometer) Configurable EBEN (M=4, P=4, Q=4) STOI 0.855 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (rigid in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) EER (ECAPA2) 0.0364 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (rigid in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) Noresqua-MOS 4.285 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (rigid in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) PER (wav2vec2) 0.084 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (rigid in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) STOI 0.877 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (soft in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) EER (ECAPA2) 0.0488 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (soft in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) Noresqua-MOS 4.331 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (soft in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) PER (wav2vec2) 0.087 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (soft in-ear microphone) Configurable EBEN (M=4, P=2, Q=4) STOI 0.868 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (temple vibration pickup) Configurable EBEN (M=4, P=1, Q=4) EER (ECAPA2) 0.1622 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (temple vibration pickup) Configurable EBEN (M=4, P=1, Q=4) Noresqua-MOS 3.632 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (temple vibration pickup) Configurable EBEN (M=4, P=1, Q=4) PER (wav2vec2) 0.391 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (temple vibration pickup) Configurable EBEN (M=4, P=1, Q=4) STOI 0.763 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (throat microphone) Configurable EBEN (M=4, P=2, Q=4) EER (ECAPA2) 0.0847 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (throat microphone) Configurable EBEN (M=4, P=2, Q=4) Noresqua-MOS 3.862 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (throat microphone) Configurable EBEN (M=4, P=2, Q=4) PER (wav2vec2) 0.179 #1 of 1 Archive leaderboard report
Bandwidth Extension VibraVox (throat microphone) Configurable EBEN (M=4, P=2, Q=4) STOI 0.834 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (forehead accelerometer) ECAPA2 Test EER 0.009 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (forehead accelerometer) ECAPA2 Test min-DCF 0.06 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (headset microphone) ECAPA2 Test EER 0.0026 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (headset microphone) ECAPA2 Test min-DCF 0.02 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (rigid in-ear microphone) ECAPA2 Test EER 0.0316 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (rigid in-ear microphone) ECAPA2 Test min-DCF 0.21 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (soft in-ear microphone) ECAPA2 Test EER 0.0172 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (soft in-ear microphone) ECAPA2 Test min-DCF 0.10 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (temple vibration pickup) ECAPA2 Test EER 0.08 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (temple vibration pickup) ECAPA2 Test min-DCF 0.58 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (throat microphone) ECAPA2 Test EER 0.0353 #1 of 1 Archive leaderboard report
Speaker Verification VibraVox (throat microphone) ECAPA2 Test min-DCF 0.20 #1 of 1 Archive leaderboard report

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