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Integrate OOD detection to Antenna #59

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Yuyan-C opened this issue Feb 4, 2025 · 1 comment
Open

Integrate OOD detection to Antenna #59

Yuyan-C opened this issue Feb 4, 2025 · 1 comment

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@Yuyan-C
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Yuyan-C commented Feb 4, 2025

We can add an OOD score to Antenna to show whether the species is in the training set or not.

Scores we can use include:

  • maximum softmax probability (MSP)
  • temperature scaling of MSP
  • RP-MSP
  • Energy score.

The first three scores require the platform to save the softmax probability and the last score requires the platform to save logits. It is also useful to save the features.

We can either use the global model or the regional model.

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mihow commented Feb 6, 2025

Woohoo!

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