Speech Enhancement and Recognition Using Deep Learning Algorithms: A Review

D Hepsiba, R Vinotha, LD Vijay Anand - Computational Vision and Bio …, 2023 - Springer
In this paper, different methods for speech recognition and speech enhancement are
reviewed. Usually, speech enhancement act as a frontend system to enhance the automatic …

面向噪声和声学混响场景下的语音增强

解元, 邹涛, 余锦视, 孙为军 - 信号处理, 2024 - signal.ejournal.org.cn
语音增强的目的是从受噪声干扰的语音信号中提取纯净的目标语音信号. 然而,
在混响环境下接收到的声源信号是目标源信号和许多延迟与衰减的反射的集合 …

Multichannel Speech Enhancement based on Neural Beamforming and a Context-Focused Post-Filtering Network

C Pang, J Fan, Q Shen, Y Xie, C Huang… - … on Cognitive and …, 2023 - ieeexplore.ieee.org
Both spatial and temporal contextual information are essential for the multichannel speech
enhancement (MCSE) task. In this work, we propose a unified MCSE network composed of …

Direct enhancement of pre-trained speech embeddings for speech processing in noisy conditions

MN Ali, A Brutti, D Falavigna - Computer Speech & Language, 2023 - Elsevier
Lately, the development of deep learning algorithms has marked milestones in the field of
speech processing. In particular, the release of pre-trained feature extraction models has …

[PDF][PDF] Enhancing Embeddings for Speech Classification in Noisy Conditions.

MN Ali, A Brutti, D Falavigna - Interspeech, 2022 - isca-archive.org
Robustness against noise is critical for several speech applications in real-world
environments. In general, to improve the robustness, a speech enhancement front-end is …

基于混合混响模型的多通道语音增强算法

解元, 邹涛, 孙为军, 谢胜利 - 通信学报, 2024 - infocomm-journal.com
为了解决带混响和噪声场景下的语音增强问题, 构建了一个集成多通道线性预测模型和空间相干
模型的语音增强模型, 设计了一种基于混合混响模型的多通道语音增强算法 …

Directional Noise Suppression Based on Dual-microphone With Desired Direction Presetting

Q Zhao, Z Chen, F Yin - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
Directional noise reduction is an essential and challenging task when using Bluetooth
headsets to make phone calls, using hearing aids to receive sound, or interacting with …

Directional Sound-Capture System With Acoustic Array Based on FPGA

W Xiang, Y Liu, Y Zhou, Y Wu - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The front-end speech enhancement system is regarded as an essential component for
maximizing the performances of smart technology for voice interaction in complicated live …

Recalling-Enhanced Recurrent Neural Network optimized with Chimp Optimization Algorithm based speech enhancement for hearing aids

RR Rai, M Mathivanan - Intelligent Decision Technologies, 2024 - content.iospress.com
Background noise often distorts the speech signals obtained in a real-world environment.
This deterioration occurs in certain applications, like speech recognition, hearing aids. The …

[PDF][PDF] Design Specification

E William, R Olofsson, M Eveborn, O Ramsberg… - 2023 - tsrt10.gitlab-pages.liu.se
Communicating in noisy environments like restaurants, festivals and exhibitions remain
troublesome for people suffering of impaired hearing. Traditionally, hearing aid devices …