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Speaker Verification

19 papers with code · Speech

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

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Latest papers with code

RawNet: Advanced end-to-end deep neural network using raw waveforms for text-independent speaker verification

17 Apr 2019Jungjee/RawNet

In this study, we explore end-to-end deep neural networks that input raw waveforms to improve various aspects: front-end speaker embedding extraction including model architecture, pre-training scheme, additional objective functions, and back-end classification.

DATA AUGMENTATION TEXT-INDEPENDENT SPEAKER VERIFICATION

23
17 Apr 2019

An Unsupervised Autoregressive Model for Speech Representation Learning

5 Apr 2019iamyuanchung/Autoregressive-Predictive-Coding

This paper proposes a novel unsupervised autoregressive neural model for learning generic speech representations.

REPRESENTATION LEARNING SPEAKER VERIFICATION

11
05 Apr 2019

Contrastive Predictive Coding Based Feature for Automatic Speaker Verification

1 Apr 2019jefflai108/Contrastive-Predictive-Coding-PyTorch

This thesis describes our ongoing work on Contrastive Predictive Coding (CPC) features for speaker verification.

REPRESENTATION LEARNING SPEAKER VERIFICATION

32
01 Apr 2019

Attentive Filtering Networks for Audio Replay Attack Detection

31 Oct 2018jefflai108/Attentive-Filtering-Network

In this work, we propose our replay attacks detection system - Attentive Filtering Network, which is composed of an attention-based filtering mechanism that enhances feature representations in both the frequency and time domains, and a ResNet-based classifier.

SPEAKER VERIFICATION

16
31 Oct 2018

Multiobjective Optimization Training of PLDA for Speaker Verification

25 Aug 2018sanphiee/MOT-sGPLDA-SRE14

Most current state-of-the-art text-independent speaker verification systems take probabilistic linear discriminant analysis (PLDA) as their backend classifiers.

MULTIOBJECTIVE OPTIMIZATION TEXT-INDEPENDENT SPEAKER VERIFICATION

8
25 Aug 2018

Speaker Recognition from Raw Waveform with SincNet

29 Jul 2018mravanelli/SincNet

Rather than employing standard hand-crafted features, the latter CNNs learn low-level speech representations from waveforms, potentially allowing the network to better capture important narrow-band speaker characteristics such as pitch and formants.

SPEAKER IDENTIFICATION SPEAKER RECOGNITION SPEAKER VERIFICATION

384
29 Jul 2018

VoxCeleb: a large-scale speaker identification dataset

Interspeech 2018 a-nagrani/VGGVox

Our second contribution is to apply and compare various state of the art speaker identification techniques on our dataset to establish baseline performance.

SPEAKER IDENTIFICATION SPEAKER RECOGNITION SPEAKER VERIFICATION

158
30 May 2018

Noise Invariant Frame Selection: A Simple Method to Address the Background Noise Problem for Text-independent Speaker Verification

3 May 2018shuimove1234/Noise-Invariant-Frame-Selection

The performance of speaker-related systems usually degrades heavily in practical applications largely due to the presence of background noise.

QUANTIZATION TEXT-INDEPENDENT SPEAKER VERIFICATION

2
03 May 2018