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Out-of-Distribution Detection

Topic: OOD

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Detect Unknown Inputs

Identify out-of-distribution data.

Methods

Confidence threshold. Energy scores. Mahalanobis distance.

Approaches

Post-hoc detection. Train-time detection.

Datasets

ood detection benchmarks. Far-distribution.

Key Takeaways

  1. OOD detection methods
  2. Energy-based detection
  3. OOD benchmarks

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