transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR10("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR10("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_015 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.15_blur_0.0_test_targets.csv" ) cifar_test_gaussian_010 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.1_blur_0.0_test_targets.csv" ) cifar_test_gaussian_005 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.05_blur_0.0_test_targets.csv" ) cifar_train_gaussian_015 = cifar_dirty_train.CIFAR10DIRTY_TRAIN( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.15_blur_0.0_train_targets.csv" ) cifar_train_gaussian_010 = cifar_dirty_train.CIFAR10DIRTY_TRAIN( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.1_blur_0.0_train_targets.csv" ) cifar_train_gaussian_005 = cifar_dirty_train.CIFAR10DIRTY_TRAIN(
transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR10("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR10("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_015 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.15_blur_0.0_test_targets.csv" ) cifar_test_gaussian_010 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.1_blur_0.0_test_targets.csv" ) cifar_test_gaussian_005 = cifar_dirty_test.CIFAR10DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.05_blur_0.0_test_targets.csv" ) cifar_train_gaussian_015 = cifar_dirty_train.CIFAR10DIRTY_TRAIN( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.15_blur_0.0_train_targets.csv" ) cifar_train_gaussian_010 = cifar_dirty_train.CIFAR10DIRTY_TRAIN( "/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.1_blur_0.0_train_targets.csv" ) cifar_train_gaussian_005 = cifar_dirty_train.CIFAR10DIRTY_TRAIN(
use_cuda = torch.cuda.is_available() best_acc = 0 # best test accuracy use_cuda = torch.cuda.is_available() transform_train = transforms.Compose([transforms.RandomCrop(32,padding=4), transforms.RandomHorizontalFlip(), transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406],std=[0.229, 0.224, 0.225])]) transform_test = transforms.Compose([transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406],std=[0.229, 0.224, 0.225])]) cifar_train = dset.CIFAR10("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR10("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_025 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.25_blur_0.0_test_targets.csv") cifar_test_gaussian_016 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.16_blur_0.0_test_targets.csv") cifar_test_gaussian_008 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.08_blur_0.0_test_targets.csv") cifar_train_gaussian_025 = cifar_dirty_train.CIFAR10DIRTY_TRAIN("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.25_blur_0.0_train_targets.csv") cifar_train_gaussian_016 = cifar_dirty_train.CIFAR10DIRTY_TRAIN("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.16_blur_0.0_train_targets.csv") cifar_train_gaussian_008 = cifar_dirty_train.CIFAR10DIRTY_TRAIN("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.08_blur_0.0_train_targets.csv") cifar_test_blur_15 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_1.5_test_targets.csv") cifar_test_blur_10 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_1.0_test_targets.csv") cifar_test_blur_09 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_0.9_test_targets.csv") cifar_test_blur_0675 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_0.675_test_targets.csv") cifar_test_blur_05 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_0.5_test_targets.csv") cifar_test_blur_045 = cifar_dirty_test.CIFAR10DIRTY_TEST("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_0.45_test_targets.csv") cifar_train_blur_15 = cifar_dirty_train.CIFAR10DIRTY_TRAIN("/home/yhbyun/180614_cifar_VGG16/cifar10_gaussian_0.0_blur_1.5_train_targets.csv")