nnAudio: An on-the-Fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolutional Neural Networks

nnAudio: An on-the-Fly GPU Audio to Spectrogram Conversion Toolbox Using 1D Convolutional Neural Networks

In this paper, we present nnAudio, a new neural network-based audio processing framework with graphics processing unit (GPU) support that leverages 1D convolutional neural networks to perform time domain to frequency domain conversion. It allows on-the-fly spectrogram extraction due to its fast spee...

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Bibliographic Details
Main Authors: Kin Wai Cheuk, Hans Anderson, Kat Agres, Dorien Herremans
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Convolution
discrete Fourier transform
short time Fourier transform
spectrogram
CQT
constant Q transform
Online Access:https://ieeexplore.ieee.org/document/9174990/

Internet

https://ieeexplore.ieee.org/document/9174990/

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