Images that Sound: Composing Images and Sounds on a Single Canvas Ziyang Chen Daniel Geng Andrew Owens University of Michigan

Neural Information Processing Systems 

Spectrograms are 2D representations of sound that look very different from the images found in our visual world. And natural images, when played as spectrograms, make unnatural sounds.

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