├── .gitignore ├── README.md ├── __init__.py ├── clean_image_classifier ├── __init__.py └── train.py ├── config.py ├── dataset ├── DNN_adversary_dataset.py ├── DNN_adversary_random_access_npy_dataset.py ├── SVHN_dataset.py ├── __init__.py ├── imagenet_real_dataset.py ├── meta_task_dataset.py ├── meta_task_only_support_dataset.py ├── presampled_task_dataset.py ├── protocol_enum.py └── white_box_attack_task_dataset.py ├── deep_learning_adv_detector ├── __init__.py ├── evaluation │ ├── __init__.py │ ├── cross_domain_and_arch_evaluation.py │ ├── finetune_evaluation.py │ ├── shots_evaluation.py │ ├── speed_evaluation.py │ ├── white_box_evaluation.py │ └── zero_shot_evaluation.py ├── genList.sh ├── gen_train_val_list.py ├── npy_dataset.py └── train.py ├── draw_figure ├── __init__.py └── line_curve.py ├── evaluation_toolkit ├── __init__.py └── evaluation.py ├── feature_squeeze ├── __init__.py ├── detection_evaluator.py ├── feature_squeeze_detector.py ├── main.py ├── squeeze.py └── utils.py ├── gen_white_box.sh ├── image_rotate_detector ├── __init__.py ├── evaluation │ ├── __init__.py │ ├── cross_arch_evaluation.py │ ├── cross_domain_evaluation.py │ ├── finetune_evaluation.py │ ├── shots_evaluation.py │ ├── speed_evaluation.py │ ├── white_box_evaluation.py │ └── zero_shot_evaluation.py ├── gen_txt_for_train_and_test.py ├── image_rotate.py ├── npy_dataset.py ├── rotate_detector.py └── train.py ├── meta_adv_detector ├── ablation_study │ ├── __init__.py │ ├── meta_adv_det_task_net.py │ └── train_ablation_study.py ├── evaluation │ ├── __init__.py │ ├── ablation_study_evaluation.py │ ├── cross_arch_evaluation.py │ ├── cross_domain_evaluation.py │ ├── speed_evaluation.py │ ├── white_box_evaluation.py │ └── zero_shot_evaluation.py ├── inner_loop.py ├── meta_adv_det.py ├── score.py ├── task.py ├── tensorboard_helper.py ├── train.py ├── white_box_meta_adv_det.py └── zeroshot_meta_adv_det.py ├── networks ├── __init__.py ├── conv3.py ├── layers.py ├── meta_network.py ├── mlp_detector.py ├── resnet.py └── shallow_convs.py ├── neural_fingerprint ├── __init__.py ├── evaluation │ ├── __init__.py │ └── speed_evaluation.py ├── fingerprint.py ├── fingerprint_detector.py ├── gen_whitebox_adv.py ├── model.py ├── pgd_cw_whitebox.py └── train_fingerprint.py ├── paper_figures ├── MetaAdvDet_Slides.pdf ├── MetaAdvDet_poster.pdf ├── Tab10.png ├── Tab11.png ├── Tab12.png ├── Tab13.png ├── Tab14.png ├── Tab9.png ├── arch.png ├── fig1.png ├── inner_update_ablation.png ├── query_size_ablation.png └── shots_ablation.png ├── toolkit ├── __init__.py └── img_transform.py └── white_box_attack ├── __init__.py ├── adaptive_attack.py ├── adversary_dataset.py ├── carlini_wagner_L2.py ├── carlini_wagner_L2_neural_fingerprint.py ├── combined_model.py ├── generate_white_box_attack.py ├── iterative_FGSM.py └── iterative_FGSM_neural_fingerprint.py /.gitignore: -------------------------------------------------------------------------------- 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