ImageTranslation

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

• Pix2Pix
• CycleGAN
• DiscoGAN
• BicycleGAN_edges2shoes
• BicycleGAN_edges2handbags

1. Pix2Pix

• facades

<table> <tr> <td style="text-align: middle;">Input</td> <td style="text-align: middle;">Generated</td> <td style="text-align: middle;">Target</td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/a/cmp_b0206.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/result/facades/cmp_b0206.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/b/cmp_b0206.jpg"/> </td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/a/cmp_b0239.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/result/facades/cmp_b0239.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/b/cmp_b0239.jpg"/> </td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/a/cmp_b0360.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/result/facades/cmp_b0360.jpg"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/Pix2Pix/dataset/facades/test/b/cmp_b0360.jpg"/> </td> </tr> </table>

2. CycleGAN

• horse2zebra

<table> <tr> <td style="text-align: middle;">Loss Function</td> <td style="text-align: middle;">Generated<br>(Input, Generated, Reconstructed)</td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_results/Loss_values_epoch_200.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_results/horse2zebra_CycleGAN_epochs_200.gif"/> </td> </tr> </table> <table> <tr> <td style="text-align: middle;">AtoB<br>(Input, Generated, Reconstructed)</td> <td style="text-align: middle;">BtoA<br>(Input, Generated, Reconstructed)</td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/AtoB/Test_result_118.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/BtoA/Test_result_118.png"/> </td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/AtoB/Test_result_62.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/BtoA/Test_result_62.png"/> </td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/AtoB/Test_result_98.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/CycleGAN/horse2zebra_test_results/BtoA/Test_result_98.png"/> </td> </tr> </table>

3. DiscoGAN

• edges2shoes

<table> <tr> <td style="text-align: middle;">real_A, fake_B<br>real_B, fake_A </td> </tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/DiscoGAN/results/samples_animation.gif"/> </td> </table> <table> <tr> <td style="text-align: middle;">AtoB<br>(Input, Generated, Reconstructed)</td> <td style="text-align: middle;">BtoA<br>(Input, Generated, Reconstructed)</td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/DiscoGAN/results/25.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/DiscoGAN/results/51.png"/> </td> </tr> <tr> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/DiscoGAN/results/74.png"/> </td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/DiscoGAN/results/97.png"/> </td> </tr> </table>

4. BicycleGAN

• edges2shoes
• edges2handbags

<table> <tr> <td style="text-align: middle;">epoch</td> <td style="text-align: middle;">edges2handbags</td> </tr> <tr> <td>epoch 10</td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/BicycleGAN/result/edges2handbags_gif/BicycleGAN_edges2handbags_epochs_10.gif"/> </td> </tr> <tr> <td>epoch 30</td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/BicycleGAN/result/edges2handbags_gif/BicycleGAN_edges2handbags_epochs_30.gif"/> </td> </tr> <tr> <td>epoch 45</td> <td> <img src="https://raw.githubusercontent.com/suhoy901/ImageTranslation/master/BicycleGAN/result/edges2handbags_gif/BicycleGAN_edges2handbags_epochs_45.gif"/> </td> </tr> </table>

5. UNIT

6. MUNIT

7. Pix2PixHD

8. vid2vid