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Generative Adversarial Network on Hubble deep space scans from NASA

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Supermaxman/SpaceGAN

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SpaceGan

Generative Adversarial Network on Hubble deep space scans from NASA

Examples

Samples:

Interpolated Samples:

Anchor Interpolated Examples:

Training

Training Time-Lapse:

TODO

  • InfoGAN Continuous noise would be cool
    • Number of stars
    • Colors
    • Brightness
  • Log interpolation of random noise variables
    • More images with fixed z and changing InfoGan c
  • Larger images
    • 256x256 or 512x512 unlikely on GTX 1080, will need better hardware
  • Write up technical paper for writing experience, post on arxiv
    • Include discussion on dataset construction and preparation
    • Discuss challenges with dataset
    • Include experiments and samples
    • Cite relevant prior work and papers implemented