… variational U-Netarchitecture over its classic, non-variational version in signal enhancement … with the variational U-Net compared to the recurrent mask estimation network baseline. …
T Grzywalski, S Drgas - Multimedia Tools and Applications, 2022 - Springer
… The recurrentU-netarchitecture was extended in [11], where recurrent layers were added … In the present work, we propose a U-net-based neural network for speechenhancement. In …
… Recently speechenhancement auto-encoders with recurrent … In this work, several architectures were tested, including: (1) a pipeline architecture of LSTM-based speechenhancement …
C Jannu, SD Vanambathina - International Journal of Image and …, 2024 - World Scientific
… In this work, we propose a new U-Net-based speechenhancement model using a novel lightweight and e±cient Shu®le Attention (SA), Gated Recurrent Unit (GRU), … Model architecture …
GW Lee, HK Kim - Applied Sciences, 2020 - mdpi.com
… -based methods, such as the deep recurrent neural network (DRNN), SE generative … based on a multi-task learning U-Net (MTU-Net) architecture to provide a better estimate of the IRM …
HR Guimarães, H Nagano, DW Silva - Expert Systems with Applications, 2020 - Elsevier
… is the proposal of four simple enhancements to the Wave-U-Netarchitecture that contribute to the … and recognition using multi-task learning of long short-term memory recurrent neural …
JW Hwang, RH Park, HM Park - IEEE Access, 2021 - ieeexplore.ieee.org
… use the LRS2BBC dataset [25] to learn a model that can work robustly in real-world environments. Moreover, we extend the Unet using the proposed Recurrent… our model architecture in …
Z Kang, Z Huang, C Lu - Applied Sciences, 2022 - mdpi.com
… In this work, therefore, a time-domain U-Netspeechenhancement model which … These methods include convolutional neural network (CNN), recurrent neural … Model Architecture …
K Wang, B He, WP Zhu - 2021 IEEE International Symposium …, 2021 - ieeexplore.ieee.org
… networks (CNNs) and recurrent neural networks (RNNs), … of speech, we here propose a context-aware U-Net based on … (TSTM) into the U-Netarchitecture. In our proposed model, the …