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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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Legal¶

HEART is licensed under the MIT License

Copyright (c) 2024 International Business Machines

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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