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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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Object Detection How-To GuidesΒΆ

How-to guides will provide step-by-step walkthroughs for key parts of the HEART-library functionality.

How to Load Different Object Detectors

~ 10 minutes to complete

How to Load Different Object Detectors
How To Simulate Patch Attacks

~ 10 minutes to complete

How To Simulate Patch Attacks
How To Apply JPEG Compression Defense

~ 10 minutes to complete

How To Apply JPEG Compression Defense
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How to Load Different Object Detectors
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How-To Guides
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