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Open-Set Recognition

Topic: Open Set

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Recognize Unknown Classes

Open-set recognition.

Recognition

Novelty detection. Unknown detection.

Approaches

OpenMax. Energy scores. ProtoNet.

Metrics

AUROC. FPR95. Detection error.

Key Takeaways

  1. Detect novel classes
  2. OpenMax approach
  3. AUROC for evaluation

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