activity
20172022
most citedSupervised and Unsupervised Speech Enhancement Using Nonnegative Matrix Factorization

402 citations · 438 across the 11 of their papers we have counts for

collaborators

23 papers

cs.SD2022

Optimal Condition Training for Target Source Separation

Efthymios Tzinis, Gordon Wichern, Paris Smaragdis +1

Recent research has shown remarkable performance in leveraging multiple extraneous conditional and non-mutually exclusive semantic concepts for sound source separation, allowing th…

cs.SD2022

Meta-Learning for Adaptive Filters with Higher-Order Frequency Dependencies

Junkai Wu, Jonah Casebeer, Nicholas J. Bryan +1

Adaptive filters are applicable to many signal processing tasks including acoustic echo cancellation, beamforming, and more. Adaptive filters are typically controlled using algorit…

eess.AS20221 cited

Real-Time Packet Loss Concealment With Mixed Generative and Predictive Model

Jean-Marc Valin, Ahmed Mustafa, Christopher Montgomery +4

As deep speech enhancement algorithms have recently demonstrated capabilities greatly surpassing their traditional counterparts for suppressing noise, reverberation and echo, atten…

eess.AS2022

End-to-end LPCNet: A Neural Vocoder With Fully-Differentiable LPC Estimation

Krishna Subramani, Jean-Marc Valin, Umut Isik +2

Neural vocoders have recently demonstrated high quality speech synthesis, but typically require a high computational complexity. LPCNet was proposed as a way to reduce the complexi…

eess.AS2022

Neural Speech Synthesis on a Shoestring: Improving the Efficiency of LPCNet

Jean-Marc Valin, Umut Isik, Paris Smaragdis +1

Neural speech synthesis models can synthesize high quality speech but typically require a high computational complexity to do so. In previous work, we introduced LPCNet, which uses…

cs.SD2021

Auto-DSP: Learning to Optimize Acoustic Echo Cancellers

Jonah Casebeer, Nicholas J. Bryan, Paris Smaragdis

Adaptive filtering algorithms are commonplace in signal processing and have wide-ranging applications from single-channel denoising to multi-channel acoustic echo cancellation and…