Data augmentation and deep learning methods in sound classification: A systematic review

OO Abayomi-Alli, R Damaševičius, A Qazi… - Electronics, 2022 - mdpi.com
The aim of this systematic literature review (SLR) is to identify and critically evaluate current
research advancements with respect to small data and the use of data augmentation …

Attentive statistics pooling for deep speaker embedding

K Okabe, T Koshinaka, K Shinoda - ar** in the presence of noise and reverberation conditions
AKH Al-Ali, D Dean, B Senadji, V Chandran… - IEEE …, 2017 - ieeexplore.ieee.org
Environmental noise and reverberation conditions severely degrade the performance of
forensic speaker verification. Robust feature extraction plays an important role in improving …