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pytorch-discogan-result's Introduction

Discogan

dataset

  1. facades
  2. edges2shoes
  3. edges2handbags
  4. apple2orange
  5. zebra2horse

edges2shoes dataset

pytorch implementaion(iteration = 8950,batch_size 200)
A AB ABA
B BA BAB

edges2handbags dataset

pytorch implementaion(iteration = 173850,batch_size= 200)
A AB ABA
B BA BAB

shoes2handbags dataset

pytorch implementaion(iteration = 15450,batch_size= 200)
A AB ABA
B BA BAB

Using Pix2pix's unet and combination of LSGAN and L1 For Lconst loss

Can train some dataset for 256 x 256 image size(discogan_pytorch_gpu_torloader_deep.py)

edges2shoes dataset

pytorch implementaion(iteration = 23916,batch_size= 25)
A AB ABA
B BA BAB

facades dataset

pytorch implementaion(epoch = 106,batch_size= 25)
A AB ABA
B BA BAB

NOT GOOD CASE

apple2orange dataset

pytorch implementaion(epoch = 200,batch_size= 25)
A AB ABA
B BA BAB

zebra2horse dataset

pytorch implementaion(epoch = 299,batch_size= 25)
A AB ABA
B BA BAB

My codes are heavily rely on https://github.com/carpedm20/DiscoGAN-pytorch Special thanks to carpedm20

Reference

  1. Isola, Phillip, et al. "Image-to-image translation with conditional adversarial networks." (Full paper: https://arxiv.org/pdf/1611.07004.pdf) Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks (arXiv:1703.10593 [cs.CV])
  2. Learning to Discover Cross-Domain Relations with Generative Adversarial Networks (arXiv:1703.05192 [cs.CV])
  3. DualGAN: Unsupervised Dual Learning for Image-to-Image Translation (arXiv:1704.02510 [cs.CV])
  4. https://github.com/SKTBrain/DiscoGAN
  5. https://github.com/carpedm20/DiscoGAN-pytorch
  6. https://github.com/duxingren14/DualGAN
  7. https://github.com/junyanz/CycleGAN
  8. https://github.com/znxlwm/pytorch-CycleGAN
  9. https://github.com/togheppi/DualGAN

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