transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR100("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR100("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_025 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.25_blur_0.0_test_targets.csv" ) cifar_test_gaussian_016 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.16_blur_0.0_test_targets.csv" ) cifar_test_gaussian_015 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.15_blur_0.0_test_targets.csv" ) cifar_test_gaussian_010 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.1_blur_0.0_test_targets.csv" ) cifar_test_gaussian_008 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.08_blur_0.0_test_targets.csv" ) cifar_test_gaussian_005 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180614_cifar_VGG16/cifar100_gaussian_0.05_blur_0.0_test_targets.csv"
transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR100("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR100("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_025 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180606_cifar100_VGG16/cifar100_gaussian_0.25_blur_0.0_test_targets.csv" ) cifar_test_gaussian_016 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180606_cifar100_VGG16/cifar100_gaussian_0.16_blur_0.0_test_targets.csv" ) cifar_test_gaussian_008 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/180606_cifar100_VGG16/cifar100_gaussian_0.08_blur_0.0_test_targets.csv" ) cifar_train_gaussian_025 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/180606_cifar100_VGG16/cifar100_gaussian_0.25_blur_0.0_train_targets.csv" ) cifar_train_gaussian_016 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/180606_cifar100_VGG16/cifar100_gaussian_0.16_blur_0.0_train_targets.csv" ) cifar_train_gaussian_008 = cifar_dirty_train.CIFAR100DIRTY_TRAIN(
transforms.ToTensor(), transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR100("/home/yhbyun/Dataset/CIFAR100/", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR100("/home/yhbyun/Dataset/CIFAR100/", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_G1 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/Dataset/mhha/cifar100_noise_level1_test_targets.csv") cifar_test_G2 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/Dataset/mhha/cifar100_noise_level2_test_targets.csv") cifar_test_G3 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/Dataset/mhha/cifar100_noise_level3_test_targets.csv") cifar_train_G1 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/Dataset/mhha/cifar100_noise_level1_train_targets.csv") cifar_train_G2 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/Dataset/mhha/cifar100_noise_level2_train_targets.csv") cifar_train_G3 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/Dataset/mhha/cifar100_noise_level3_train_targets.csv") cifar_test_B1 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/Dataset/mhha/cifar100_blur_level1_test_targets.csv") cifar_test_B2 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/Dataset/mhha/cifar100_blur_level2_test_targets.csv")
transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]) ]) cifar_train = dset.CIFAR100("./", train=True, transform=transform_train, target_transform=None, download=True) cifar_test = dset.CIFAR100("./", train=False, transform=transform_test, target_transform=None, download=True) cifar_test_gaussian_025 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/CIFAR100_Distorted_Channel_Selective/cifar100_VGG16/cifar100_gaussian_0.25_blur_0.0_test_targets.csv" ) cifar_test_gaussian_016 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/CIFAR100_Distorted_Channel_Selective/cifar100_VGG16/cifar100_gaussian_0.16_blur_0.0_test_targets.csv" ) cifar_test_gaussian_008 = cifar_dirty_test.CIFAR100DIRTY_TEST( "/home/yhbyun/CIFAR100_Distorted_Channel_Selective/cifar100_VGG16/cifar100_gaussian_0.08_blur_0.0_test_targets.csv" ) cifar_train_gaussian_025 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/CIFAR100_Distorted_Channel_Selective/cifar100_VGG16/cifar100_gaussian_0.25_blur_0.0_train_targets.csv" ) cifar_train_gaussian_016 = cifar_dirty_train.CIFAR100DIRTY_TRAIN( "/home/yhbyun/CIFAR100_Distorted_Channel_Selective/cifar100_VGG16/cifar100_gaussian_0.16_blur_0.0_train_targets.csv" ) cifar_train_gaussian_008 = cifar_dirty_train.CIFAR100DIRTY_TRAIN(