Target sound information extraction: Speech and audio processing with neural networks conditioned on target clues

This paper overviews neural target sound information extraction (TSIE), which consists of extracting the desired information about a sound source in an observed sound mixture given clues about the target source. TSIE is a general framework, which covers various applications, such as target speech/sound extraction (TSE), personalized voice activity detection (PVAD), target speaker automatic speech recognition (TS-ASR), etc. We formalize the ideas of TSIE and show how it can be implemented through various examples such as TSE, PVAD, and TS-ASR. We conclude the paper with a discussion of potential future research directions.

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Publication Details

Journal
Nippon Onkyo Gakkaishi/Acoustical science and technology/Nihon Onkyo Gakkaishi
Published
2025-02-20
DOI
https://doi.org/10.1250/ast.e24.124
Citations
2
Primary Topic
Speech Recognition and Synthesis
Type
article
Field-Weighted Citation Impact
4.96
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Target sound information extraction: Speech and audio processing with neural networks conditioned on target clues

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Target sound information extraction: Speech and audio processing with neural networks conditioned on target clues

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article en
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Abstract

This paper overviews neural target sound information extraction (TSIE), which consists of extracting the desired information about a sound source in an observed sound mixture given clues about the target source. TSIE is a general framework, which covers various applications, such as target speech/sound extraction (TSE), personalized voice activity detection (PVAD), target speaker automatic speech recognition (TS-ASR), etc. We formalize the ideas of TSIE and show how it can be implemented through various examples such as TSE, PVAD, and TS-ASR. We conclude the paper with a discussion of potential future research directions.

Nippon Onkyo Gakkaishi/Acoustical science and technology/Nihon Onkyo GakkaishiVol. 46(3)
NTT (Japan) (JP)
Openalex Percentile: Top 6%
Speech Recognition and Synthesis
4.96
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