======================================= Domain Translation ======================================= .. _CycleGAN: ------------------------------------------------ CycleGAN: Cycle-Consistent Adversarial Networks ------------------------------------------------ Discriminator -------------- .. autofunction:: dalib.translation.cyclegan.pixel .. autofunction:: dalib.translation.cyclegan.patch Generator -------------- .. autofunction:: dalib.translation.cyclegan.resnet_9 .. autofunction:: dalib.translation.cyclegan.resnet_6 .. autofunction:: dalib.translation.cyclegan.unet_256 .. autofunction:: dalib.translation.cyclegan.unet_128 GAN Loss -------------- .. autoclass:: dalib.translation.cyclegan.LeastSquaresGenerativeAdversarialLoss .. autoclass:: dalib.translation.cyclegan.VanillaGenerativeAdversarialLoss .. autoclass:: dalib.translation.cyclegan.WassersteinGenerativeAdversarialLoss Translation -------------- .. autoclass:: dalib.translation.cyclegan.Translation Util ---------------- .. autoclass:: dalib.translation.cyclegan.util.ImagePool :members: .. autofunction:: dalib.translation.cyclegan.util.set_requires_grad .. _Cycada: -------------------------------------------------------------- CyCADA: Cycle-Consistent Adversarial Domain Adaptation -------------------------------------------------------------- .. autoclass:: dalib.translation.cycada.SemanticConsistency .. _SPGAN: ----------------------------------------------------------- SPGAN: Similarity Preserving Generative Adversarial Network ----------------------------------------------------------- `Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification `_. SPGAN is based on CycleGAN. An additional Siamese network is adopted to force the generator to produce images different from identities in target dataset. Siamese Network ------------------- .. autoclass:: dalib.translation.spgan.siamese.SiameseNetwork Contrastive Loss ------------------- .. autoclass:: dalib.translation.spgan.loss.ContrastiveLoss .. _FDA: ------------------------------------------------ FDA: Fourier Domain Adaptation ------------------------------------------------ .. autoclass:: dalib.translation.fourier_transform.FourierTransform .. autofunction:: dalib.translation.fourier_transform.low_freq_mutate .. autofunction:: dalib.adaptation.fda.robust_entropy