OOD Covariate Shift Detection on Philips X-Ray (test)
99.5AUROC (Mode 1)AdverX-Ray
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| AdverX-Rayvariant=proposed2025.02 | 99.5 | 99.9 | 99.9 | 100 | 100 | 100 | 0 | |
| GLOWvariant=log-likelihood2025.02 | 89.3 | 98.8 | 99.8 | 99.9 | 100 | 97.6 | 8.7 | |
| DDPMvariant=T250: LPIPS2025.02 | 86.4 | 88.5 | 84.2 | 89.3 | 96.5 | 89 | 69.4 | |
| DDPMvariant=T250: LPIPS + MSE2025.02 | 79.9 | 83 | 81.1 | 89 | 95.8 | 85.8 | 67.3 | |
| VAEvariant=ELBO2025.02 | 69.7 | 96.1 | 88.9 | 91.3 | 98.1 | 88.8 | 25 | |
| AVAEvariant=ELBO + Adv Loss2025.02 | 65.5 | 94.8 | 86.5 | 89.5 | 97.2 | 86.7 | 28.9 | |
| GLOWvariant=Typicality2025.02 | 30.4 | 16.5 | 15.1 | 10.4 | 11.1 | 16.7 | 99.8 |