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05/17/2023
BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions
Time-domain single-channel speech enhancement (SE) still remains challen...
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02/16/2023
Speech Enhancement with Multi-granularity Vector Quantization
With advances in deep learning, neural network based speech enhancement ...
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10/27/2022
Robust Data2vec: Noise-robust Speech Representation Learning for ASR by Combining Regression and Improved Contrastive Learning
Self-supervised pre-training methods based on contrastive learning or re...
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09/28/2022
Speech Enhancement Using Self-Supervised Pre-Trained Model and Vector Quantization
With the development of deep learning, neural network-based speech enhan...
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05/26/2022
Joint Training of Speech Enhancement and Self-supervised Model for Noise-robust ASR
Speech enhancement (SE) is usually required as a front end to improve th...
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04/05/2022
A Complementary Joint Training Approach Using Unpaired Speech and Text for Low-Resource Automatic Speech Recognition
Unpaired data has shown to be beneficial for low-resource automatic spee...
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01/22/2022
Supervised and Self-supervised Pretraining Based COVID-19 Detection Using Acoustic Breathing/Cough/Speech Signals
In this work, we propose a bi-directional long short-term memory (BiLSTM...
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01/22/2022