├── LICENSE ├── README.md ├── experiments ├── baseline │ ├── DeepSAD │ │ ├── LICENSE │ │ ├── README.md │ │ ├── ae_results.json │ │ ├── imgs │ │ │ └── fig1.png │ │ ├── log.txt │ │ ├── requirements.txt │ │ ├── results.json │ │ └── src │ │ │ ├── base │ │ │ ├── __init__.py │ │ │ ├── base_dataset.py │ │ │ ├── base_net.py │ │ │ ├── base_trainer.py │ │ │ ├── odds_dataset.py │ │ │ └── torchvision_dataset.py │ │ │ ├── baseline_SemiDGM.py │ │ │ ├── baseline_isoforest.py │ │ │ ├── baseline_kde.py │ │ │ ├── baseline_ocsvm.py │ │ │ ├── baseline_ssad.py │ │ │ ├── baselines │ │ │ ├── SemiDGM.py │ │ │ ├── __init__.py │ │ │ ├── isoforest.py │ │ │ ├── kde.py │ │ │ ├── ocsvm.py │ │ │ ├── shallow_ssad │ │ │ │ ├── __init__.py │ │ │ │ └── ssad_convex.py │ │ │ └── ssad.py │ │ │ ├── datasets │ │ │ ├── __init__.py │ │ │ ├── cifar10.py │ │ │ ├── fmnist.py │ │ │ ├── main.py │ │ │ ├── mnist.py │ │ │ ├── odds.py │ │ │ └── preprocessing.py │ │ │ ├── deepsad.py │ │ │ ├── networks │ │ │ ├── __init__.py │ │ │ ├── cifar10_LeNet.py │ │ │ ├── dgm.py │ │ │ ├── fmnist_LeNet.py │ │ │ ├── inference │ │ │ │ └── distributions.py │ │ │ ├── layers │ │ │ │ ├── standard.py │ │ │ │ └── stochastic.py │ │ │ ├── main.py │ │ │ ├── mlp.py │ │ │ ├── mnist_LeNet.py │ │ │ └── vae.py │ │ │ ├── optim │ │ │ ├── DeepSAD_trainer.py │ │ │ ├── SemiDGM_trainer.py │ │ │ ├── __init__.py │ │ │ ├── ae_trainer.py │ │ │ ├── vae_trainer.py │ │ │ └── variational.py │ │ │ ├── run.py │ │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── misc.py │ │ │ └── visualization │ │ │ └── plot_images_grid.py │ ├── DevNet │ │ ├── model │ │ │ ├── devnet_ADBench_test_type(None)_noise(None)_semi-supervise.h5 │ │ │ ├── devnet_WSAD.h5 │ │ │ └── devnet_test.h5 │ │ ├── run.py │ │ └── utils.py │ ├── FEAWAD │ │ ├── model │ │ │ ├── devnet_ADBench_test_type(None)_noise(None)_semi-supervise.h5 │ │ │ ├── devnet_WSAD.h5 │ │ │ ├── pretrained_autoencoder_ADBench_test_type(None)_noise(None)_semi-supervise.h5 │ │ │ └── pretrained_autoencoder_WSAD.h5 │ │ ├── run.py │ │ └── toolsdev.py │ ├── PReNet │ │ ├── fit.py │ │ ├── model.py │ │ ├── run.py │ │ └── utils.py │ ├── PyOD.py │ └── REPEN │ │ ├── model.py │ │ ├── model │ │ ├── REPEN_ADBench_test_type(None)_noise(None)_semi-supervise.h5 │ │ └── REPEN_WSAD.h5 │ │ ├── run.py │ │ └── utils.py ├── data_generator.py ├── datasets │ └── Classical │ │ ├── 10_cover.npz │ │ ├── 11_donors.npz │ │ ├── 12_fault.npz │ │ ├── 13_fraud.npz │ │ ├── 14_glass.npz │ │ ├── 15_Hepatitis.npz │ │ ├── 16_http.npz │ │ ├── 17_InternetAds.npz │ │ ├── 18_Ionosphere.npz │ │ ├── 19_landsat.npz │ │ ├── 1_ALOI.npz │ │ ├── 20_letter.npz │ │ ├── 21_Lymphography.npz │ │ ├── 22_magic.gamma.npz │ │ ├── 23_mammography.npz │ │ ├── 24_mnist.npz │ │ ├── 25_musk.npz │ │ ├── 26_optdigits.npz │ │ ├── 27_PageBlocks.npz │ │ ├── 28_pendigits.npz │ │ ├── 29_Pima.npz │ │ ├── 2_annthyroid.npz │ │ ├── 30_satellite.npz │ │ ├── 31_satimage-2.npz │ │ ├── 32_shuttle.npz │ │ ├── 33_skin.npz │ │ ├── 34_smtp.npz │ │ ├── 35_SpamBase.npz │ │ ├── 36_speech.npz │ │ ├── 37_Stamps.npz │ │ ├── 38_thyroid.npz │ │ ├── 39_vertebral.npz │ │ ├── 3_backdoor.npz │ │ ├── 40_vowels.npz │ │ ├── 41_Waveform.npz │ │ ├── 42_WBC.npz │ │ ├── 43_WDBC.npz │ │ ├── 44_Wilt.npz │ │ ├── 45_wine.npz │ │ ├── 46_WPBC.npz │ │ ├── 47_yeast.npz │ │ ├── 4_breastw.npz │ │ ├── 5_campaign.npz │ │ ├── 6_cardio.npz │ │ ├── 7_Cardiotocography.npz │ │ ├── 8_celeba.npz │ │ └── 9_census.npz ├── myutils.py └── run.py └── figures ├── Inaccurate.png ├── Inaccurate25.png ├── Incomplete.png ├── Incomplete25.png ├── Inexact.png └── Inexact25.png /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Minqi824/WSAD/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Minqi824/WSAD/HEAD/README.md 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