DNN-based source enhancement to increase objective sound quality assessment score

Y Koizumi, K Niwa, Y Hioka… - … on Audio, Speech …, 2018 - ieeexplore.ieee.org
We propose a training method for deep neural network (DNN) based source enhancement
to increase objective sound quality assessment (OSQA) scores such as the perceptual …

Compressive sensing-based speech enhancement

JC Wang, YS Lee, CH Lin, SF Wang… - … on Audio, Speech …, 2016 - ieeexplore.ieee.org
This study proposes a speech enhancement method based on compressive sensing. The
main procedures involved in the proposed method are performed in the frequency domain …

[HTML][HTML] An iterative graph spectral subtraction method for speech enhancement

X Yan, Z Yang, T Wang, H Guo - Speech Communication, 2020 - Elsevier
In this paper, we investigate the application of graph signal processing (GSP) theory in
speech enhancement. We first propose a set of shift operators to construct graph speech …

Single-channel speech enhancement with phase reconstruction based on phase distortion averaging

Y Wakabayashi, T Fukumori… - … on Audio, Speech …, 2018 - ieeexplore.ieee.org
Speech enhancement has been widely investigated for several decades, but by modifying
only the amplitude spectrum of a speech signal, ignoring the phase spectrum, which has …

Reduction of subjective listening effort for TV broadcast signals with recurrent neural networks

NL Westhausen, R Huber… - … on Audio, Speech …, 2021 - ieeexplore.ieee.org
Listening to the audio of TV broadcast signals can be challenging for hearing-impaired as
well as normal-hearing listeners, especially when background sounds are prominent or too …

The speech signal enhancement approach with multiple sub-frames analysis for complex magnitude and phase spectrum recompense

R Nisa, H Showkat, A Baba - Expert Systems with Applications, 2023 - Elsevier
The intended speech must be dealt with in the process of speech communication while
under the impact of noise experienced in a variety of situations that degrade speech …

Online noisy single-channel source separation using adaptive spectrum amplitude estimator and masking

N Tengtrairat, WL Woo, SS Dlay… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
A novel single-channel source separation method is presented to recover the original
signals given only a single observed mixture in noisy environment. The proposed separation …

Wavoice: An mmWave-Assisted Noise-Resistant Speech Recognition System

T Liu, C Wang, Z Li, MC Huang, W Xu… - ACM Transactions on …, 2024 - dl.acm.org
As automatic speech recognition evolves, deployment of the voice user interface (VUI) has
boomingly expanded. Especially since the COVID-19 pandemic, the VUI has gained more …

DNN based multiframe single-channel noise reduction filters

N Pan, J Chen, J Benesty - ICASSP 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
While multiframe noise reduction filters, eg, the multiframe Wiener and minimum variance
distortionless response (MVDR) ones, have demonstrated great potential to improve both …

Compressive speech enhancement

SY Low, DS Pham, S Venkatesh - Speech Communication, 2013 - Elsevier
This paper presents an alternative approach to speech enhancement by using compressed
sensing (CS). CS is a new sampling theory, which states that sparse signals can be …