Evaluation of Speaker Anonymization on Emotional Speech - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2021

Evaluation of Speaker Anonymization on Emotional Speech

Abstract

Speech data carries a range of personal information, such as the speaker's identity and emotional state. These attributes can be used for malicious purposes. With the development of virtual assistants, a new generation of privacy threats has emerged. Current studies have addressed the topic of preserving speech privacy. One of them, the VoicePrivacy initiative aims to promote the development of privacy preservation tools for speech technology. The task selected for the VoicePrivacy 2020 Challenge (VPC) is about speaker anonymization. The goal is to hide the source speaker's identity while preserving the linguistic information. The baseline of the VPC makes use of a voice conversion. This paper studies the impact of the speaker anonymization baseline system of the VPC on emotional information present in speech utterances. Evaluation is performed following the VPC rules regarding the attackers' knowledge about the anonymization system. Our results show that the VPC baseline system does not suppress speakers' emotions against informed attackers. When comparing anonymized speech to original speech, the emotion recognition performance is degraded by 15% relative to IEMOCAP data, similar to the degradation observed for automatic speech recognition used to evaluate the preservation of the linguistic information.
Fichier principal
Vignette du fichier
ISCA_SPSC_Symposium_EMOTION.pdf (451.96 Ko) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-03377797 , version 1 (14-10-2021)

Identifiers

  • HAL Id : hal-03377797 , version 1

Cite

Hubert Nourtel, Pierre Champion, Denis Jouvet, Anthony Larcher, Marie Tahon. Evaluation of Speaker Anonymization on Emotional Speech. SPSC 2021 - 1st ISCA Symposium on Security and Privacy in Speech Communication, Nov 2021, Virtual, Germany. ⟨hal-03377797⟩
282 View
382 Download

Share

Gmail Facebook X LinkedIn More