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cs.SD2024★ 1 cited
Towards Decoupling Frontend Enhancement and Backend Recognition in Monaural Robust ASR
Yufeng Yang, Ashutosh Pandey, DeLiang Wang
It has been shown that the intelligibility of noisy speech can be improved by speech enhancement (SE) algorithms. However, monaural SE has not been established as an effective fron…
cs.SD2020
Dual Application of Speech Enhancement for Automatic Speech Recognition
Ashutosh Pandey, Chunxi Liu, Yun Wang +1
In this work, we exploit speech enhancement for improving a recurrent neural network transducer (RNN-T) based ASR system. We employ a dense convolutional recurrent network (DCRN) f…
cs.SD2020
On Cross-Corpus Generalization of Deep Learning Based Speech Enhancement
Ashutosh Pandey, DeLiang Wang
In recent years, supervised approaches using deep neural networks (DNNs) have become the mainstream for speech enhancement. It has been established that DNNs generalize well to unt…