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HEART-library 0.7.0
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Quick Start

  • Introduction to HEART
  • Installation and Setup

Documentation

  • Tutorials
    • Drone Object Detection (DoD) Tutorial - Start Here
      • DoD Tutorial - Part 1: Background, Imports, and Preparation
      • DoD Tutorial - Part 2: Attacking the Model
      • DoD Tutorial - Part 3: Defending the Model and Advanced Attacks
      • DoD Tutorial - Part 4: Takeaways and Next Steps
    • Example Notebooks
  • How-to Guides
    • Object Detection
      • Load Object Detectors
      • Simulate Patch Attacks
      • Apply JPEG Compression Defense
    • Image Classification
      • Simulate White-Box Attacks
      • Simulate Black-Box Attacks
      • Simulate AutoAttack
      • Create Defenses
      • Replace Datasets
  • Explanations
    • Attack Types
    • Evaluation Metrics
    • Overview - Creating Adversarial Patches
    • White- vs. Black-Box Attacks
  • Reference Materials
    • HEART Adversarial Evaluation Pathways
    • Attack Cards
      • Projected Gradient Descent
      • Patch Attack
    • modules
      • heart_library package
        • heart_library.attacks package
          • heart_library.attacks.evasion package
        • heart_library.estimators package
          • heart_library.estimators.classification package
          • heart_library.estimators.object_detection package
        • heart_library.metrics package
  • Glossary

About HEART

  • Contributors
  • Legal
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ExplanationsΒΆ

Explanation materials will provide clarity and context for key concepts included in the HEART-library package.

  • Attack Types
    • Evasion
    • Poisoning
    • Inference
    • Extraction
    • References
  • Evaluation Metrics
  • Overview - Creating Adversarial Patches
    • Background
    • Before Crafting a Patch
    • Crafting the Patch
    • Troubleshooting Crafting Patches
    • Evaluating Models on Patches
    • References
  • White- vs. Black-Box Attacks
    • References
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Attack Types
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How to Replace Datasets in Model Evaluation
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