Discovering Interpretable GAN Controls

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Erik Härkönen: Discovering Interpretable GAN Controls

Machine learning Coffee Seminar, 4th May 2020.

  1. Finnish Center for Artificial Intelligence FCAI
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Discovering Interpretable GAN 0:35:03

Discovering Interpretable GAN Controls

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GanSpace - Discovering Interpretable GAN Controls

GANSpace: Discovering Interpretable 0:06:09

GANSpace: Discovering Interpretable GAN Controls

GANs Can Be 0:26:40

GANs Can Be Interpretable

Color shift vector 0:00:05

Color shift vector (discovered using GANspace)

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Ganspace exploration on Floorplans (StyleGAN2)

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GAN-Control: Explicitly Controllable 0:04:16

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Controllable Gan 0:03:49

Controllable Gan

Using GANSpace on 0:00:25

Using GANSpace on Cropped StyleGAN2 models

Bird Size Vector 0:00:05

Bird Size Vector (discovered using GANspace)

Interpolating GANs to 0:11:43

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Convert Tensorflow StyleGAN2 0:06:49

Convert Tensorflow StyleGAN2 model .pkl files to PyTorch .pt files

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