======================================= Domain Adversarial Learning ======================================= Domain Adversarial Training in Close-set DA =========================================== .. _DANN: DANN: Domain Adversarial Neural Network ---------------------------------------- .. autoclass:: dalib.adaptation.dann.DomainAdversarialLoss .. _CDAN: CDAN: Conditional Domain Adversarial Network ----------------------------------------------- .. autoclass:: dalib.adaptation.cdan.ConditionalDomainAdversarialLoss .. autoclass:: dalib.adaptation.cdan.RandomizedMultiLinearMap .. autoclass:: dalib.adaptation.cdan.MultiLinearMap .. _ADDA: ADDA: Adversarial Discriminative Domain Adaptation ----------------------------------------------------- .. autoclass:: dalib.adaptation.adda.DomainAdversarialLoss .. note:: ADDAgrl is also implemented and benchmarked. You can find code at `examples/domain_adaptation/image_classification/addagrl.py`. .. _BSP: BSP: Batch Spectral Penalization ----------------------------------- .. autoclass:: dalib.adaptation.bsp.BatchSpectralPenalizationLoss Domain Adversarial Training in Open-set DA =========================================== .. _OSBP: OSBP: Open Set Domain Adaptation by Backpropagation ---------------------------------------------------- .. autoclass:: dalib.adaptation.osbp.UnknownClassBinaryCrossEntropy Domain Adversarial Training in Partial DA =========================================== .. _PADA: PADA: Partial Adversarial Domain Adaptation --------------------------------------------- .. autoclass:: dalib.adaptation.pada.ClassWeightModule .. autoclass:: dalib.adaptation.pada.AutomaticUpdateClassWeightModule :members: .. autofunction:: dalib.adaptation.pada.collect_classification_results .. _IWAN: IWAN: Importance Weighted Adversarial Nets --------------------------------------------- .. autoclass:: dalib.adaptation.iwan.ImportanceWeightModule :members: Domain Adversarial Training in Segmentation =========================================== .. _ADVENT: ADVENT: Adversarial Entropy Minimization ------------------------------------------ .. autoclass:: dalib.adaptation.advent.Discriminator .. autoclass:: dalib.adaptation.advent.DomainAdversarialEntropyLoss :members: