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What is: Phase Shuffle?

SourceAdversarial Audio Synthesis
Year2000
Data SourceCC BY-SA - https://paperswithcode.com

Phase Shuffle is a technique for removing pitched noise artifacts that come from using transposed convolutions in audio generation models. Phase shuffle is an operation with hyperparameter nn. It randomly perturbs the phase of each layer’s activations by −nn to nn samples before input to the next layer.

In the original application in WaveGAN, the authors only apply phase shuffle to the discriminator, as the latent vector already provides the generator a mechanism to manipulate the phase of a resultant waveform. Intuitively speaking, phase shuffle makes the discriminator’s job more challenging by requiring invariance to the phase of the input waveform.