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Evolution of Voices in French Audiovisual Media Across Genders and Age in a Diachronic Perspective

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arxiv 2404.16104 v1 pith:ZPWMC4ZN submitted 2024-04-24 eess.AS cs.CLcs.SD

classification eess.AScs.CLcs.SD
keywords acrossfourgendersspeakersbase-diachronicestimatedfrench
verification ladder T0 review T1 audit T2 compute T3 formal
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abstract

We present a diachronic acoustic analysis of the voice of 1023 speakers from French media archives. The speakers are spread across 32 categories based on four periods (years 1955/56, 1975/76, 1995/96, 2015/16), four age groups (20-35; 36-50; 51-65, >65), and two genders. The fundamental frequency ($F_0$) and the first four formants (F1-4) were estimated. Procedures used to ensure the quality of these estimations on heterogeneous data are described. From each speaker's $F_0$ distribution, the base-$F_0$ value was calculated to estimate the register. Average vocal tract length was estimated from formant frequencies. Base-$F_0$ and vocal tract length were fit by linear mixed models to evaluate how they may have changed across time periods and genders, corrected for age effects. Results show an effect of the period with a tendency to lower voices, independently of gender. A lowering of pitch is observed with age for female but not male speakers.

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  1. Controlling your Attributes in Voice

    cs.SD 2025-01 conditional novelty 6.0 of 10

    A GAN-based speaker-representation autoencoder plus a two-stage flow-matching voice converter can modify perceived age and gender in speech while partially preserving the original speaker's identity.

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