GAN Comparative Study

Generative Adversarial Networks
for Audio Generation: A Comparative Study

Ernest Vanmosuinck, Antonio Mone,
Alessandro Marincioni, Adetunji Ayodele

GTZAN Dataset

Training Samples

Sample 1

Sample 2

Sample 3

Sample 4

Sample 5

Sample 6

WaveGAN

10k steps

Sample 1

Sample 2

Sample 3

Sample 4

Sample 5

Sample 6

20k steps

Sample 1

Sample 2

Sample 3

Sample 4

Sample 5

Sample 6

30k steps

Sample 1

Sample 2

Sample 3

Sample 4

Sample 5

Sample 6