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dualgan's Introduction

DualGAN

PyTorch implementation of DualGAN

sketch-photo dataset

  • Image size: 256x256

Results (TBD)

  • RMSProp optimizer is used. Learning rate = 0.00005, batch size = 1, # of epochs = 45:
  • 6 resnet blocks used for Generator.
GAN losses
( FF8900 : Discriminator A / AE0000 : Discriminator B
CD52A7 : Generator A / 2156C9 : Generator B
58BEE4 : L1 loss A / 319F92 : L1 loss B )
Generated images
(Input / Generated / Reconstructed)
  • Generated images using test data

    Sketch to Photo
    1st column: Input / 2nd column: Generated / 3rd column: Reconstructed
    Photo to Sketch
    1st column: Input / 2nd column: Generated / 3rd column: Reconstructed

References

  1. https://github.com/moono/GANs/tree/master/DualGAN
  2. https://github.com/duxingren14/DualGAN
  3. https://github.com/wiseodd/generative-models

dualgan's People

Contributors

togheppi avatar

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