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Speaker Verification

31 papers with code ยท Speech

Speaker verification is the verifying the identity of a person from characteristics of the voice.

( Image credit: Contrastive-Predictive-Coding-PyTorch )

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Latest papers without code

A Comparative Re-Assessment of Feature Extractors for Deep Speaker Embeddings

30 Jul 2020

Modern automatic speaker verification relies largely on deep neural networks (DNNs) trained on mel-frequency cepstral coefficient (MFCC) features.

SPEAKER VERIFICATION

Self-Attentive Multi-Layer Aggregation with Feature Recalibration and Normalization for End-to-End Speaker Verification System

27 Jul 2020

Therefore, we propose a self-attentive multi-layer aggregation with feature recalibration and normalization for end-to-end speaker verification system.

SPEAKER VERIFICATION

UIAI System for Short-Duration Speaker Verification Challenge 2020

26 Jul 2020

Our primary submission to the challenge is the fusion of seven subsystems which yields a normalized minimum detection cost function (minDCF) of 0. 072 and an equal error rate (EER) of 2. 14% on the evaluation set.

TEXT-DEPENDENT SPEAKER VERIFICATION

Nonlinear ISA with Auxiliary Variables for Learning Speech Representations

25 Jul 2020

This paper extends recent work on nonlinear Independent Component Analysis (ICA) by introducing a theoretical framework for nonlinear Independent Subspace Analysis (ISA) in the presence of auxiliary variables.

SPEAKER VERIFICATION

Optimization of data-driven filterbank for automatic speaker verification

21 Jul 2020

Then, we propose a new method for computing the filter frequency responses by using principal component analysis (PCA).

SPEAKER VERIFICATION

Cross-Lingual Speaker Verification with Domain-Balanced Hard Prototype Mining and Language-Dependent Score Normalization

15 Jul 2020

In this paper we describe the top-scoring IDLab submission for the text-independent task of the Short-duration Speaker Verification (SdSV) Challenge 2020.

LANGUAGE MODELLING SPEAKER VERIFICATION

DNN Speaker Tracking with Embeddings

13 Jul 2020

Using these models to identify the instances in which these speakers intervene in a recording is the task of speaker tracking.

SPEAKER VERIFICATION

Tandem Assessment of Spoofing Countermeasures and Automatic Speaker Verification: Fundamentals

12 Jul 2020

Recent years have seen growing efforts to develop spoofing countermeasures (CMs) to protect automatic speaker verification (ASV) systems from being deceived by manipulated or artificial inputs.

SPEAKER VERIFICATION

Federated Learning of User Authentication Models

9 Jul 2020

In this paper, we propose Federated User Authentication (FedUA), a framework for privacy-preserving training of UA models.

SPEAKER VERIFICATION

Spot the conversation: speaker diarisation in the wild

2 Jul 2020

Finally, we use this pipeline to create a large-scale diarisation dataset called VoxConverse, collected from 'in the wild' videos, which we will release publicly to the research community.

SPEAKER VERIFICATION