159 citations · 176 across the 6 of their papers we have counts for
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eess.AS2019★ 6 cited
Monaural Speech Enhancement Using a Multi-Branch Temporal Convolutional Network
Qiquan Zhang, Aaron Nicolson, Mingjiang Wang +2
Deep learning has achieved substantial improvement on single-channel speech enhancement tasks. However, the performance of multi-layer perceptions (MLPs)-based methods is limited b…
eess.AS2019
Sum-Product Networks for Robust Automatic Speaker Identification
Aaron Nicolson, Kuldip K. Paliwal
We introduce sum-product networks (SPNs) for robust speech processing through a simple robust automatic speaker identification (ASI) task. SPNs are deep probabilistic graphical mod…
eess.AS2019
Deep Xi as a Front-End for Robust Automatic Speech Recognition
Aaron Nicolson, Kuldip K. Paliwal
Current front-ends for robust automatic speech recognition(ASR) include masking- and mapping-based deep learning approaches to speech enhancement. A recently proposed deep learning…