UnofficialPyTorchImplementationofUnsupervisedDataAugmentation.
ExperimentsonTextDatasetneedtobedone.AnyPull-Requestswouldbeappreciated.AugmentationpoliciesforSVHN,ImagenetusingAutoAugmentarenotavailablepublicly.WeusepoliciesfromFastAutoAugment.MostofcodesarefromFastAutoAugment.
Introductiontodo.
Run$pythontrain.py-cconfs/wresnet28x2.yaml--unsupervisedExperimentsCifar10(Reduced,4kdataset)ReproducePaper'sResultWResNet28x2PaperOurConverged(Top1Err)OurBest(Top1Err)Supervised20.2621.30AutoAugment14.1*15.413.4UDA5.276.586.27SVHNtodo.
ImageNettodo.
ReferencesUnsupervisedDataAugmentation:https://arxiv.org/abs/1904.12848v1OfficialTensorflowImplementation:https://github.com/google-research/udaFastAutoAugment:https://github.com/kakaobrain/fast-autoaugment
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