deepankarsharma / Face-Depixelizer

Face Depixelizer based on "PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models" repository.

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Face-Depixelizer

Face Depixelizer based on "PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models" repository.

example

Given a low-resolution input image, Face Depixelizer searches the outputs of a generative model (here, StyleGAN) for high-resolution images that are perceptually realistic and downscale correctly.

Check how it works on Google Colab:

  • Russian Language Colab
  • English Language Colab

Based on: PULSE

Article: PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models

Currently using Google Drive to store model weights and it has a daily cap on downloads, therefore, you may receive an error message saying "Google Drive Quota Exceeded" or "No such file or directory: '/content/pulse/runs/face.png'". If you are experiencing this error please try again later in the day or come back tomorrow.

About

Face Depixelizer based on "PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models" repository.


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Language:Jupyter Notebook 100.0%