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GAN-explorer

Simple Google Colab tool to animate stylegan2-ada-pytorch pickle files.

Timeline UI

Comes with three pre-trained 256x256 models:

  • Metfaces + 2500 artwork portraits, 10000 kimgs
  • Art landscapes, 3500 pictures, 10000 kimgs
  • Flickr mountain photos (thanks Jeff Heaton for pyimgdata tool)

Feel free to use these models as you wish

Examples of animations

Timeline UI Timeline UI

Usage

At this point, GAN Explorer tool support interpolation only between random seeds in the latent space for speed of discovery.

The interpolation itself is naively normalized to the Euclidean distance between two latent vectors which led to a more satisfying results than a simple linear interpolation. Though still far from perfect.

Just generate random seeds, add them to the timeline and render sequence afterwards. Click on "<<<" and ">>>" buttons to move between previously generated seeds. The rendered animation is going to be placed in the /content/renders folder.

More latent space exploration tools as well as support for other GANs are coming soon.

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