IEEE - Institute of Electrical and Electronics Engineers, Inc. - Fast Spectrogram Inversion Using Multi-Head Convolutional Neural Networks

Author(s): Sercan O. Arik ; Heewoo Jun ; Gregory Diamos
Sponsor(s): IEEE Signal Processing Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 January 2019
Volume: 26
Page(s): 94 - 98
ISSN (Electronic): 1558-2361
ISSN (Paper): 1070-9908
DOI: 10.1109/LSP.2018.2880284
Regular:

We propose the multi-head convolutional neural network (MCNN) for waveform synthesis from spectrograms. Nonlinear interpolation in MCNN is employed with transposed convolution layers in parallel... View More

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