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20172026
most citedUnsupervised Speech Enhancement Based on Multichannel NMF-Informed Beamforming for Noise-Robust Automatic Speech Recognition

69 citations · 84 across the 11 of their papers we have counts for

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Showing 2022Show all

4 papers · 1 filter

eess.AS2022

DNN-Free Low-Latency Adaptive Speech Enhancement Based on Frame-Online Beamforming Powered by Block-Online FastMNMF

Aditya Arie Nugraha, Kouhei Sekiguchi, Mathieu Fontaine +2

This paper describes a practical dual-process speech enhancement system that adapts environment-sensitive frame-online beamforming (front-end) with help from environment-free block…

eess.AS2022

Direction-Aware Adaptive Online Neural Speech Enhancement with an Augmented Reality Headset in Real Noisy Conversational Environments

Kouhei Sekiguchi, Aditya Arie Nugraha, Yicheng Du +3

This paper describes the practical response- and performance-aware development of online speech enhancement for an augmented reality (AR) headset that helps a user understand conve…

eess.AS2022

Direction-Aware Joint Adaptation of Neural Speech Enhancement and Recognition in Real Multiparty Conversational Environments

Yicheng Du, Aditya Arie Nugraha, Kouhei Sekiguchi +3

This paper describes noisy speech recognition for an augmented reality headset that helps verbal communication within real multiparty conversational environments. A major approach…

cs.SD2022★ 9 cited

Generalized Fast Multichannel Nonnegative Matrix Factorization Based on Gaussian Scale Mixtures for Blind Source Separation

Mathieu Fontaine, Kouhei Sekiguchi, Aditya Nugraha +2

This paper describes heavy-tailed extensions of a state-of-the-art versatile blind source separation method called fast multichannel nonnegative matrix factorization (FastMNMF) fro…