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pytorch, pix2pix, CycleGAN, DiscoGAN, BicycleGAN, UNIT, MUNIT, pix2pixHD, vid2vid

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ImageTranslation

pytorch, pix2pix, CycleGAN, DiscoGAN, BicycleGAN, UNIT, MUNIT, pix2pixHD, vid2vid

1. Pix2Pix

  • facades
Input Generated Target

2. CycleGAN

  • horse2zebra
Loss Function Generated
(Input, Generated, Reconstructed)
AtoB
(Input, Generated, Reconstructed)
BtoA
(Input, Generated, Reconstructed)

3. DiscoGAN

  • edges2shoes
real_A, fake_B
real_B, fake_A
AtoB
(Input, Generated, Reconstructed)
BtoA
(Input, Generated, Reconstructed)

4. BicycleGAN

  • edges2shoes
  • edges2handbags
epoch edges2handbags
epoch 10
epoch 30
epoch 45

5. UNIT

6. MUNIT

7. Pix2PixHD

8. vid2vid

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pytorch, pix2pix, CycleGAN, DiscoGAN, BicycleGAN, UNIT, MUNIT, pix2pixHD, vid2vid

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