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Robust Speech Recognition

4 papers with code · Speech
Subtask of Speech Recognition

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Investigating Generative Adversarial Networks based Speech Dereverberation for Robust Speech Recognition

27 Mar 2018wangkenpu/rsrgan

First, we study the effectiveness of different dereverberation networks (the generator in GAN) and find that LSTM leads a significant improvement as compared with feed-forward DNN and CNN in our dataset.

ROBUST SPEECH RECOGNITION SPEECH ENHANCEMENT

Scalable Factorized Hierarchical Variational Autoencoder Training

9 Apr 2018wnhsu/ScalableFHVAE

Deep generative models have achieved great success in unsupervised learning with the ability to capture complex nonlinear relationships between latent generating factors and observations.

HYPERPARAMETER OPTIMIZATION ROBUST SPEECH RECOGNITION SPEAKER VERIFICATION VOICE CONVERSION

Very Deep Convolutional Neural Networks for Robust Speech Recognition

2 Oct 2016lev1khachatryan/Speech-Recognition

On the Aurora 4 task, the very deep CNN achieves a WER of 8. 81%, further 7. 99% with auxiliary feature joint training, and 7. 09% with LSTM-RNN joint decoding.

ROBUST SPEECH RECOGNITION