Out-of-Distribution Detection on Histopathology
95.28AUCCAPS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CAPS2026.06 | 95.28 | 23.17 | |
| NECOVenue=ICLR’242026.06 | 94.67 | 23.84 | |
| VimVenue=CVPR’222026.06 | 93.56 | 25.67 | |
| MahalanobisVenue=NeurIPS’182026.06 | 93.53 | 26.44 | |
| EnergyVenue=NeurIPS’202026.06 | 93.41 | 23.74 | |
| Energy+ReactVenue=NeurIPS’212026.06 | 93.41 | 23.74 | |
| MaxLogitVenue=ICML’222026.06 | 93.37 | 23.81 | |
| EntropyVenue=IJCNN’212026.06 | 92.25 | 32.14 | |
| MSPVenue=ICLR’172026.06 | 92.23 | 32.36 | |
| I-ODINVenue=CVPR’262026.06 | 91.56 | 27.57 | |
| ODINVenue=ICLR’182026.06 | 91.17 | 27.53 | |
| GradNormVenue=NeurIPS’212026.06 | 88.78 | 33.2 | |
| NEROVenue=MICCAI’252026.06 | 74.35 | 83.2 |