Search Results for author: Rosa González Hautamäki

Found 5 papers, 1 papers with code

How to Construct Perfect and Worse-than-Coin-Flip Spoofing Countermeasures: A Word of Warning on Shortcut Learning

no code implementations31 May 2023 Hye-jin Shim, Rosa González Hautamäki, Md Sahidullah, Tomi Kinnunen

Shortcut learning, or `Clever Hans effect` refers to situations where a learning agent (e. g., deep neural networks) learns spurious correlations present in data, resulting in biased models.

Improving speaker de-identification with functional data analysis of f0 trajectories

1 code implementation31 Mar 2022 Lauri Tavi, Tomi Kinnunen, Rosa González Hautamäki

Due to a constantly increasing amount of speech data that is stored in different types of databases, voice privacy has become a major concern.

De-identification

Data Quality as Predictor of Voice Anti-Spoofing Generalization

no code implementations26 Mar 2021 Bhusan Chettri, Rosa González Hautamäki, Md Sahidullah, Tomi Kinnunen

Voice anti-spoofing aims at classifying a given utterance either as a bonafide human sample, or a spoofing attack (e. g. synthetic or replayed sample).

Voice Anti-spoofing

Voice Mimicry Attacks Assisted by Automatic Speaker Verification

no code implementations3 Jun 2019 Ville Vestman, Tomi Kinnunen, Rosa González Hautamäki, Md Sahidullah

Our goal is to gain insights how well similarity rankings transfer from the attacker's ASV system to the attacked ASV system, whether the attackers are able to improve their attacks by mimicking, and how the properties of the voices of attackers change due to mimicking.

Speaker Verification

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