Speech enhancement system using deep neural network optimized with Battle Royale Optimization

NK Shukla, FH Shajin, R Rajendran - Biomedical Signal Processing and …, 2024 - Elsevier
Speech enhancement (SE) is widely employed in various fields, like speech recognition,
wireless communication, hearing aids, smart home devices. In this manuscript, a Speech …

Deep neural network based speech enhancement

R Ram, MN Mohanty - … Informatics and Soft Computing: Proceeding of …, 2019 - Springer
Enhancement of the speech signal is an essential task in the adverse environment. Several
algorithms have been designed from several years to improve the quality. Mostly Neural …

Speech enhancement based on deep convolutional neural network

R Nuthakki, P Masanta, TN Yukta - … on I-SMAC (IoT in Social …, 2021 - ieeexplore.ieee.org
Speech enhancement is the process of treating noisy speech signals so as to improve
human perception as well as improve system understanding of the signal. For speech …

An optimized convolutional neural network for speech enhancement

A Karthik, JL Mazher Iqbal - International Journal of Speech Technology, 2023 - Springer
Speech enhancement is an important property in today's world because most applications
use voice recognition as an important feature for performing operations in it. Perfect …

A literature survey on speech enhancement based on deep neural network technique

R Nuthakki, P Masanta, TN Yukta - ICCCE 2021: Proceedings of the 4th …, 2022 - Springer
Speech enhancement is the process of treating noisy speech signals to improve human
perception as well as improve system understanding of the signal. To keep the signal …

Comparative study of deep learning techniques used for speech enhancement

S Ajay, R Manisha, PM Nivarthi… - 2021 IEEE 6th …, 2021 - ieeexplore.ieee.org
Speech degradation is caused by various reasons such as environmental disturbances
captured during the speech signal recording, like reverberation, babble, etc. The objective of …

Role of deep neural network in speech enhancement: A review

D Hepsiba, J Justin - … : Second International Conference, SLAAI-ICAI 2018 …, 2019 - Springer
This paper presents a review on different methodologies adopted in speech enhancement
and the role of Deep Neural Networks (DNN) in enhancement of speech. Mostly, a speech …

Two-stage deep learning approach for speech enhancement and reconstruction in the frequency and time domains

SA Nossier, J Wall, M Moniri, C Glackin… - … Joint Conference on …, 2022 - ieeexplore.ieee.org
Deep learning has recently shown promising improvement in the speech enhancement field,
due to its effectiveness in eliminating noise. However, a drawback of the denoising process …

Computational intelligence for speech enhancement using deep neural network

D Hepsiba, J Justin - Computer Assisted Methods in Engineering …, 2022 - cames.ippt.gov.pl
In real time, the speech signal received contains noise produced in the background and
reverberations. These disturbances reduce the quality of speech; therefore, it is important to …

Deep convolutional neural network-based speech signal enhancement using extensive speech features

A Garg, OP Sahu - International Journal of Computational Methods, 2022 - World Scientific
Speech signal often gets corrupted by different noises like airport noise, station noise, and
street noise. These noises tend to degrade the quality of the speech signal, particularly in …