Reference Materials

Tutorials will provide practical instructions on important functionality included in the HEART-library package.

• HEART Adversarial Evaluation Pathways
• Attack Cards
  • Projected Gradient Descent
  • Patch Attack
• modules
  • heart_library package
    • Subpackages
      • heart_library.attacks package
        • Subpackages
          • heart_library.attacks.evasion package
            • Submodules
            • heart_library.attacks.evasion.hop_skip_jump module
              • HeartHopSkipJump
                • HeartHopSkipJump.generate()
            • heart_library.attacks.evasion.laser_attack module
              • HeartLaserAttack
                • HeartLaserAttack.generate()
              • HeartLaserBeamAttack
            • heart_library.attacks.evasion.query_efficient_bb_attack module
              • HeartQueryEfficientBlackBoxAttack
                • HeartQueryEfficientBlackBoxAttack.attack_params
                • HeartQueryEfficientBlackBoxAttack.generate()
            • Module contents
              • HeartHopSkipJump
                • HeartHopSkipJump.generate()
              • HeartLaserBeamAttack
              • HeartQueryEfficientBlackBoxAttack
                • HeartQueryEfficientBlackBoxAttack.attack_params
                • HeartQueryEfficientBlackBoxAttack.generate()
        • Submodules
        • heart_library.attacks.attack module
          • JaticAttack
            • JaticAttack.get_attack()
            • JaticAttack.metadata
            • JaticAttack.reset_patch()
          • JaticEvasionAttackOutput
          • JaticPoisonAttackOutput
            • JaticPoisonAttackOutput.poisoning_examples
            • JaticPoisonAttackOutput.poisoning_labels
        • Module contents
      • heart_library.estimators package
        • Subpackages
          • heart_library.estimators.classification package
            • Submodules
            • heart_library.estimators.classification.pytorch module
              • JaticPyTorchClassifier
                • JaticPyTorchClassifier.metadata
                • JaticPyTorchClassifier.train()
            • heart_library.estimators.classification.query_efficient_bb module
              • HeartQueryEfficientGradientEstimationClassifier
                • HeartQueryEfficientGradientEstimationClassifier.predict()
            • Module contents
              • HeartQueryEfficientGradientEstimationClassifier
                • HeartQueryEfficientGradientEstimationClassifier.predict()
              • JaticPyTorchClassifier
                • JaticPyTorchClassifier.metadata
                • JaticPyTorchClassifier.preprocessing_operations
                • JaticPyTorchClassifier.train()
          • heart_library.estimators.object_detection package
            • Submodules
            • heart_library.estimators.object_detection.pytorch module
              • JaticPyTorchObjectDetectionOutput
                • JaticPyTorchObjectDetectionOutput.boxes
                • JaticPyTorchObjectDetectionOutput.labels
                • JaticPyTorchObjectDetectionOutput.scores
              • JaticPyTorchObjectDetector
                • JaticPyTorchObjectDetector.metadata
            • Module contents
              • JaticPyTorchObjectDetectionOutput
                • JaticPyTorchObjectDetectionOutput.boxes
                • JaticPyTorchObjectDetectionOutput.labels
                • JaticPyTorchObjectDetectionOutput.scores
              • JaticPyTorchObjectDetector
                • JaticPyTorchObjectDetector.criterion
                • JaticPyTorchObjectDetector.metadata
                • JaticPyTorchObjectDetector.preprocessing_operations
                • JaticPyTorchObjectDetector.weight_dict
        • Module contents
      • heart_library.metrics package
        • Submodules
        • heart_library.metrics.metrics module
          • AccuracyPerturbationMetric
            • AccuracyPerturbationMetric.compute()
            • AccuracyPerturbationMetric.metadata
            • AccuracyPerturbationMetric.reset()
            • AccuracyPerturbationMetric.update()
          • BlackBoxAttackQualityMetric
            • BlackBoxAttackQualityMetric.compute()
            • BlackBoxAttackQualityMetric.metadata
            • BlackBoxAttackQualityMetric.reset()
            • BlackBoxAttackQualityMetric.update()
          • HeartAccuracyMetric
            • HeartAccuracyMetric.compute()
            • HeartAccuracyMetric.metadata
            • HeartAccuracyMetric.reset()
            • HeartAccuracyMetric.update()
          • HeartMAPMetric
            • HeartMAPMetric.compute()
            • HeartMAPMetric.metadata
            • HeartMAPMetric.reset()
            • HeartMAPMetric.update()
          • RobustnessBiasMetric
            • RobustnessBiasMetric.compute()
            • RobustnessBiasMetric.metadata
            • RobustnessBiasMetric.reset()
            • RobustnessBiasMetric.update()
        • Module contents
          • AccuracyPerturbationMetric
            • AccuracyPerturbationMetric.compute()
            • AccuracyPerturbationMetric.metadata
            • AccuracyPerturbationMetric.reset()
            • AccuracyPerturbationMetric.update()
          • BlackBoxAttackQualityMetric
            • BlackBoxAttackQualityMetric.compute()
            • BlackBoxAttackQualityMetric.metadata
            • BlackBoxAttackQualityMetric.reset()
            • BlackBoxAttackQualityMetric.update()
          • HeartAccuracyMetric
            • HeartAccuracyMetric.compute()
            • HeartAccuracyMetric.metadata
            • HeartAccuracyMetric.reset()
            • HeartAccuracyMetric.update()
          • HeartMAPMetric
            • HeartMAPMetric.compute()
            • HeartMAPMetric.metadata
            • HeartMAPMetric.reset()
            • HeartMAPMetric.update()
          • RobustnessBiasMetric
            • RobustnessBiasMetric.compute()
            • RobustnessBiasMetric.metadata
            • RobustnessBiasMetric.reset()
            • RobustnessBiasMetric.update()
    • Submodules
    • heart_library.config module
      • set_data_path()
    • heart_library.utils module
      • ImageDataset
        • ImageDataset.metadata
      • adjust_bboxes_resize()
      • hf_dataset_to_maite()
      • process_inputs_for_art()
      • torch_subset_to_maite()
    • Module contents