Quality-Net: An end-to-end non-intrusive speech quality assessment model based on BLSTM

SW Fu, Y Tsao, HT Hwang, HM Wang - arXiv preprint arXiv:1808.05344, 2018 - arxiv.org
Nowadays, most of the objective speech quality assessment tools (eg, perceptual evaluation
of speech quality (PESQ)) are based on the comparison of the degraded/processed speech …

Deep learning-based non-intrusive multi-objective speech assessment model with cross-domain features

RE Zezario, SW Fu, F Chen, CS Fuh… - … on Audio, Speech …, 2022 - ieeexplore.ieee.org
This study proposes a cross-domain multi-objective speech assessment model, called
MOSA-Net, which can simultaneously estimate the speech quality, intelligibility, and …

Non-intrusive quality assessment of noise-suppressed speech using unsupervised deep features

MH Soni, HA Patil - Speech Communication, 2021 - Elsevier
Objective quality assessment aims towards evaluating the perceptual quality of a signal
using a machine-based algorithm. Due to different challenges involved in the subjective …

A non-invasive speech quality evaluation algorithm for hearing aids with multi-head self-attention and audiogram-based features

R Liang, Y Xie, J Cheng, C Pang… - IEEE/ACM Transactions …, 2024 - ieeexplore.ieee.org
The speech quality delivered by hearing aids plays a crucial role in determining the
acceptance and satisfaction of users. Compared with invasive speech quality evaluation …

Non-intrusive speech quality assessment: A survey

K Shen, D Yan, J Hu, Z Ye - Neurocomputing, 2024 - Elsevier
Speech quality is a critical consideration for applications such as speech enhancement,
coding, transmission, and synthesis. Accurately evaluating the quality of degraded speech …

[PDF][PDF] Novel Subband Autoencoder Features for Non-Intrusive Quality Assessment of Noise Suppressed Speech.

MH Soni, HA Patil - Interspeech, 2016 - isca-archive.org
In this paper, we propose a novel feature extraction architecture of Deep Neural Network
(DNN), namely, subband autoencoder (SBAE). The proposed architecture is inspired by the …

Effectiveness of ideal ratio mask for non-intrusive quality assessment of noise suppressed speech

MH Soni, HA Patil - 2017 25th European Signal Processing …, 2017 - ieeexplore.ieee.org
The Ideal Ratio Mask (IRM) has proven to be very effective tool in many applications such as
speech segregation, speech enhancement for hearing aid design and noise robust speech …

Non-intrusive speech quality estimation as combination of estimates using multiple time-scale auditory features

RK Dubey, A Kumar - Digital Signal Processing, 2017 - Elsevier
The human auditory system is modeled by different auditory models representing the
distribution of speech sound energy in different channels across the cochlea using filter …

Non-intrusive speech quality assessment using natural spectrogram statistics

S Zafar, IF Nizami, M Majid - 2020 3rd International Conference …, 2020 - ieeexplore.ieee.org
Speech quality assessment is one of the active research area in the field of communication
and signal processing. In this paper, we proposed a new method to predict the quality of non …

Single-ended speech quality evaluation using linear combination of the quality score estimates of multi-instances features

RK Dubey, A Kumar - … (Formerly Recent Patents on Electrical & …, 2019 - ingentaconnect.com
Background: In a single-ended speech quality evaluation, the measurement of Mean
Opinion Score (MOS) is done objectively without the use of clean speech as a reference. In …