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Integrating Uncertainty into Neural Network-based Speech Enhancement

Integrating Uncertainty into Neural Network-based Speech Enhancement

15 May 2023
Hu Fang
Dennis Becker
S. Wermter
Timo Gerkmann
    UQCV
ArXivPDFHTML

Papers citing "Integrating Uncertainty into Neural Network-based Speech Enhancement"

5 / 5 papers shown
Title
MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only
  on noisy/ reverberated speech
MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only on noisy/ reverberated speech
Szu-Wei Fu
Cheng Yu
Kuo-Hsuan Hung
Mirco Ravanelli
Yu Tsao
30
46
0
12 Oct 2021
Variational Autoencoder for Speech Enhancement with a Noise-Aware
  Encoder
Variational Autoencoder for Speech Enhancement with a Noise-Aware Encoder
Hu Fang
Guillaume Carbajal
S. Wermter
Timo Gerkmann
31
59
0
17 Feb 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep
  Ensembles
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
270
5,660
0
05 Dec 2016
Bayesian Convolutional Neural Networks with Bernoulli Approximate
  Variational Inference
Bayesian Convolutional Neural Networks with Bernoulli Approximate Variational Inference
Y. Gal
Zoubin Ghahramani
UQCV
BDL
197
745
0
06 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
279
9,136
0
06 Jun 2015
1