Table 2 OOD detection method.
From: Out-of-distribution reject option method for dataset shift problem in early disease onset prediction
Based model for OOD detection | OOD score name | Proposal is image-based | |
|---|---|---|---|
Variational auto-encoder (VAE) | Density-based | VAE reconstruction loss (VAE reconstruction) | No |
Ensemble of neural network classification model (ensemble) | Classification model-based | Ensemble prediction probability standard deviation (ensemble std) | No |
Epistemic uncertainty (ensemble epistemic) | No | ||
Neural network classification model (NN) | Energy score | Yes | |
Gaussian mixture based Energy Measurement (GEM) Score | Yes | ||
