Index

A

Accuracy AccuracyPerturbationMetric (class in heart_library.metrics) (class in heart_library.metrics.metrics) adjust_bboxes_resize() (in module heart_library.utils) Adversarial Attacks Adversarial Perturbation Size

Adversarial Robustness Adversarial Robustness Toolkit (ART) Adversarial Training AI Security Attack Failure attack_params (heart_library.attacks.evasion.HeartQueryEfficientBlackBoxAttack attribute) (heart_library.attacks.evasion.query_efficient_bb_attack.HeartQueryEfficientBlackBoxAttack attribute)

B

Black-Box Attack BlackBoxAttackQualityMetric (class in heart_library.metrics) (class in heart_library.metrics.metrics)

boxes (heart_library.estimators.object_detection.JaticPyTorchObjectDetectionOutput property) (heart_library.estimators.object_detection.pytorch.JaticPyTorchObjectDetectionOutput property)

C

Certified Defense CIFAR-10 compute() (heart_library.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.HeartAccuracyMetric method) (heart_library.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.metrics.HeartAccuracyMetric method) (heart_library.metrics.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.RobustnessBiasMetric method) (heart_library.metrics.RobustnessBiasMetric method)

criterion (heart_library.estimators.object_detection.JaticPyTorchObjectDetector attribute)

D

Denial of Service (Object Detection)

E

Evasion Attacks

G

generate() (heart_library.attacks.evasion.HeartHopSkipJump method) (heart_library.attacks.evasion.HeartQueryEfficientBlackBoxAttack method) (heart_library.attacks.evasion.hop_skip_jump.HeartHopSkipJump method) (heart_library.attacks.evasion.laser_attack.HeartLaserAttack method) (heart_library.attacks.evasion.query_efficient_bb_attack.HeartQueryEfficientBlackBoxAttack method)

get_attack() (heart_library.attacks.attack.JaticAttack method) GRAPHITE

H

Hardened Extension of the Adversarial Robustness Toolbox (HEART) heart_library module heart_library.attacks module heart_library.attacks.attack module heart_library.attacks.evasion module heart_library.attacks.evasion.hop_skip_jump module heart_library.attacks.evasion.laser_attack module heart_library.attacks.evasion.query_efficient_bb_attack module heart_library.config module heart_library.estimators module heart_library.estimators.classification module heart_library.estimators.classification.pytorch module heart_library.estimators.classification.query_efficient_bb module

heart_library.estimators.object_detection module heart_library.estimators.object_detection.pytorch module heart_library.metrics module heart_library.metrics.metrics module heart_library.utils module HeartAccuracyMetric (class in heart_library.metrics) (class in heart_library.metrics.metrics) HeartHopSkipJump (class in heart_library.attacks.evasion) (class in heart_library.attacks.evasion.hop_skip_jump) HeartLaserAttack (class in heart_library.attacks.evasion.laser_attack) HeartLaserBeamAttack (class in heart_library.attacks.evasion) (class in heart_library.attacks.evasion.laser_attack) HeartMAPMetric (class in heart_library.metrics) (class in heart_library.metrics.metrics) HeartQueryEfficientBlackBoxAttack (class in heart_library.attacks.evasion) (class in heart_library.attacks.evasion.query_efficient_bb_attack) HeartQueryEfficientGradientEstimationClassifier (class in heart_library.estimators.classification) (class in heart_library.estimators.classification.query_efficient_bb) hf_dataset_to_maite() (in module heart_library.utils) HopSkipJump

I

ImageDataset (class in heart_library.utils)

Interval Bound Propagation Invisibility (Object Detection)

J

JaticAttack (class in heart_library.attacks.attack) JaticEvasionAttackOutput (class in heart_library.attacks.attack) JaticPoisonAttackOutput (class in heart_library.attacks.attack) JaticPyTorchClassifier (class in heart_library.estimators.classification) (class in heart_library.estimators.classification.pytorch)

JaticPyTorchObjectDetectionOutput (class in heart_library.estimators.object_detection) (class in heart_library.estimators.object_detection.pytorch) JaticPyTorchObjectDetector (class in heart_library.estimators.object_detection) (class in heart_library.estimators.object_detection.pytorch) Joint AI Test Infrastructure Capability (JATIC) JPEG Compression

L

labels (heart_library.estimators.object_detection.JaticPyTorchObjectDetectionOutput property) (heart_library.estimators.object_detection.pytorch.JaticPyTorchObjectDetectionOutput property)

Laser Beam Attack

M

Madry's Protocol MAITE mAP (mean Average Precision) metadata (heart_library.attacks.attack.JaticAttack attribute) (heart_library.estimators.classification.JaticPyTorchClassifier attribute) (heart_library.estimators.classification.pytorch.JaticPyTorchClassifier attribute) (heart_library.estimators.object_detection.JaticPyTorchObjectDetector attribute) (heart_library.estimators.object_detection.pytorch.JaticPyTorchObjectDetector attribute) (heart_library.metrics.AccuracyPerturbationMetric attribute) (heart_library.metrics.BlackBoxAttackQualityMetric attribute) (heart_library.metrics.HeartAccuracyMetric attribute) (heart_library.metrics.HeartMAPMetric attribute) (heart_library.metrics.metrics.AccuracyPerturbationMetric attribute) (heart_library.metrics.metrics.BlackBoxAttackQualityMetric attribute) (heart_library.metrics.metrics.HeartAccuracyMetric attribute) (heart_library.metrics.metrics.HeartMAPMetric attribute) (heart_library.metrics.metrics.RobustnessBiasMetric attribute) (heart_library.metrics.RobustnessBiasMetric attribute) (heart_library.utils.ImageDataset attribute)

Mitigating Defense module heart_library heart_library.attacks heart_library.attacks.attack heart_library.attacks.evasion heart_library.attacks.evasion.hop_skip_jump heart_library.attacks.evasion.laser_attack heart_library.attacks.evasion.query_efficient_bb_attack heart_library.config heart_library.estimators heart_library.estimators.classification heart_library.estimators.classification.pytorch heart_library.estimators.classification.query_efficient_bb heart_library.estimators.object_detection heart_library.estimators.object_detection.pytorch heart_library.metrics heart_library.metrics.metrics heart_library.utils

P

Patch Attack Perturbation Physical Realizability poisoning_examples (heart_library.attacks.attack.JaticPoisonAttackOutput attribute) poisoning_labels (heart_library.attacks.attack.JaticPoisonAttackOutput attribute) Post-Processing Defense

Pre-Processing Defense predict() (heart_library.estimators.classification.HeartQueryEfficientGradientEstimationClassifier method) (heart_library.estimators.classification.query_efficient_bb.HeartQueryEfficientGradientEstimationClassifier method) preprocessing_operations (heart_library.estimators.classification.JaticPyTorchClassifier attribute) (heart_library.estimators.object_detection.JaticPyTorchObjectDetector attribute) process_inputs_for_art() (in module heart_library.utils) Projected Gradient Descent (PGD)

R

reset() (heart_library.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.HeartAccuracyMetric method) (heart_library.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.metrics.HeartAccuracyMetric method) (heart_library.metrics.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.RobustnessBiasMetric method) (heart_library.metrics.RobustnessBiasMetric method)

reset_patch() (heart_library.attacks.attack.JaticAttack method) Robust Accuracy RobustnessBiasMetric (class in heart_library.metrics) (class in heart_library.metrics.metrics)

S

scores (heart_library.estimators.object_detection.JaticPyTorchObjectDetectionOutput property) (heart_library.estimators.object_detection.pytorch.JaticPyTorchObjectDetectionOutput property)

set_data_path() (in module heart_library.config) Spatial Smoothing

T

torch_subset_to_maite() (in module heart_library.utils) train() (heart_library.estimators.classification.JaticPyTorchClassifier method) (heart_library.estimators.classification.pytorch.JaticPyTorchClassifier method)

Transfer Attacks

U

update() (heart_library.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.HeartAccuracyMetric method) (heart_library.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.AccuracyPerturbationMetric method) (heart_library.metrics.metrics.BlackBoxAttackQualityMetric method) (heart_library.metrics.metrics.HeartAccuracyMetric method) (heart_library.metrics.metrics.HeartMAPMetric method) (heart_library.metrics.metrics.RobustnessBiasMetric method) (heart_library.metrics.RobustnessBiasMetric method)

W

weight_dict (heart_library.estimators.object_detection.JaticPyTorchObjectDetector attribute)