Speaker recognition based on deep learning: An overview

Z Bai, XL Zhang - Neural Networks, 2021 - Elsevier
Speaker recognition is a task of identifying persons from their voices. Recently, deep
learning has dramatically revolutionized speaker recognition. However, there is lack of …

[PDF][PDF] Spine2Net: SpineNet with Res2Net and Time-Squeeze-and-Excitation Blocks for Speaker Recognition.

M Rybicka, J Villalba, P Zelasko, N Dehak… - Interspeech, 2021 - isca-archive.org
Modeling speaker embeddings using deep neural networks is currently state-of-the-art in
speaker recognition. Recently, ResNet-based structures have gained a broader interest …

When speaker recognition meets noisy labels: Optimizations for front-ends and back-ends

L Li, F Tong, Q Hong - IEEE/ACM Transactions on Audio …, 2022 - ieeexplore.ieee.org
A typical speaker recognition system often involves two modules: a feature extractor front-
end and a speaker identification back-end. Despite the superior performance that deep …

Adaptive margin circle loss for speaker verification

R Xiao - arXiv preprint arXiv:2106.08004, 2021 - arxiv.org
Deep-Neural-Network (DNN) based speaker verification sys-tems use the angular softmax
loss with margin penalties toenhance the intra-class compactness of speaker embeddings …

NaijaFaceVoice: A Large-Scale Deep Learning Model and Database of Nigerian Faces and Voices

AA Akinrinmade, E Adetiba, JA Badejo, O Oshin - IEEE Access, 2023 - ieeexplore.ieee.org
The fusion of two or more traits in multimodal biometrics generally improves recognition
accuracy. The question is, by how much? Large-scale databases are better suited for …

[PDF][PDF] DeltaVLAD: An efficient optimization algorithm to discriminate speaker embedding for text-independent speaker verification

X Guo, C Luo, A Deng, F Deng - AIMS Mathematics, 2022 - aimspress.com
DeltaVLAD: An efficient optimization algorithm to discriminate speaker embedding for text-independent
speaker verification Page 1 AIMS Mathematics, 7(4): 6381–6395. DOI: 10.3934/math.2022355 …

Sparse linear prediction-based dereverberation for signal enhancement in distant speaker verification

M Witkowski, M Rybicka… - 2021 29th European …, 2021 - ieeexplore.ieee.org
In this paper we investigate several sparse dereverberation methods which provide signal
enhancement in reverberant environments with the aim to apply them as a preprocessing …