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ART Estimators

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Beat Buesser edited this page Aug 17, 2023 · 7 revisions

1. Classification

  • Black-Box
  • CatBoost
  • Ensemble
  • GPy
  • Keras
  • LightGBM
  • MXNet
  • PyTorch
  • scikit-learn
  • TensorFlow v1 and v2
  • XGBoost
  • Deep Partition Ensemble (DPA)

2. Object Detection

  • PyTorch: general object detection estimator
  • PyTorch: model-specific estimator for Faster-RCNN
  • PyTorch: model-specific estimator for YOLOv3 and YOLOv5
  • TensorFlow v1 and v2 Faster-RCNN

3. Object Tracking

  • PyTorch: model-specific estimator for GOTURN

4. Speech Recognition

  • PyTorch DeepSpeech v2 and v3
  • PyTorch Espresso ASR
  • TensorFlow Lingvo ASR

5. Certification

  • PyTorch Randomized Smoothing
  • TensorFlow v2 Randomized Smoothing
  • PyTorch DeRandomized Smoothing
  • TensorFlow v2 DeRandomized Smoothing
  • PyTorch DeepZ
  • PyTorch Interval Bounds

6. Encoding

  • TensorFlow v1 Encoder (GAN)

7. Generation

  • TensorFlow v1 Generator (GAN)

8. Regression

  • Black-Box
  • Keras
  • PyTorch
  • Scikit-learn

9. Poison Mitigation

  • Keras Neural Cleanse
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