Speaker anonymization

10 papers with code • 0 benchmarks • 0 datasets

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Libraries

Use these libraries to find Speaker anonymization models and implementations

Most implemented papers

Speaker anonymization using neural audio codec language models

eurecom-asp/spk_anon_nac_lm 25 Sep 2023

The vast majority of approaches to speaker anonymization involve the extraction of fundamental frequency estimates, linguistic features and a speaker embedding which is perturbed to obfuscate the speaker identity before an anonymized speech waveform is resynthesized using a vocoder.

Anonymizing Speech: Evaluating and Designing Speaker Anonymization Techniques

deep-privacy/SA-toolkit 5 Aug 2023

The growing use of voice user interfaces has led to a surge in the collection and storage of speech data.

Speaker Anonymization with Distribution-Preserving X-Vector Generation for the VoicePrivacy Challenge 2020

ssloxford/DistributionPreservingXVectors 26 Oct 2020

In this paper, we present a Distribution-Preserving Voice Anonymization technique, as our submission to the VoicePrivacy Challenge 2020.

Speaker Anonymization with Phonetic Intermediate Representations

digitalphonetics/speaker-anonymization 11 Jul 2022

In this work, we propose a speaker anonymization pipeline that leverages high quality automatic speech recognition and synthesis systems to generate speech conditioned on phonetic transcriptions and anonymized speaker embeddings.

Anonymizing Speech with Generative Adversarial Networks to Preserve Speaker Privacy

digitalphonetics/speaker-anonymization 13 Oct 2022

In order to protect the privacy of speech data, speaker anonymization aims for hiding the identity of a speaker by changing the voice in speech recordings.

Vocoder drift in x-vector-based speaker anonymization

eurecom-asp/vocoder-drift 5 Jun 2023

State-of-the-art approaches to speaker anonymization typically employ some form of perturbation function to conceal speaker information contained within an x-vector embedding, then resynthesize utterances in the voice of a new pseudo-speaker using a vocoder.

Long-term Conversation Analysis: Exploring Utility and Privacy

ol-mega/ppca 28 Jun 2023

The analysis of conversations recorded in everyday life requires privacy protection.

The Impact of Speech Anonymization on Pathology and Its Limits

tayebiarasteh/pathologyanonym 11 Apr 2024

This study investigates anonymization's impact on pathological speech across over 2, 700 speakers from multiple German institutions, focusing on privacy, pathological utility, and demographic fairness.

Probing the Feasibility of Multilingual Speaker Anonymization

digitalphonetics/speaker-anonymization 3 Jul 2024

In speaker anonymization, speech recordings are modified in a way that the identity of the speaker remains hidden.

Private kNN-VC: Interpretable Anonymization of Converted Speech

carlosfranzreb/private_knnvc 23 May 2025

Speaker anonymization seeks to conceal a speaker's identity while preserving the utility of their speech.