Out-of-Distribution Detection on CIFAR-100 (AUROC, FPR95, AUPR)
89.77AUROCCIRCAVG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CIRCAVGHeads=102025.10 | 89.77 | 37.79 | 95.21 | |
| HYDRA ENS (CIRC)Heads=10x32025.10 | 89.43 | 36.44 | 95.17 | |
| HYDRA ENS (TAYLOR)Heads=10x32025.10 | 88.89 | 39.57 | 95.46 | |
| TAYLORHeads=102025.10 | 88.79 | 40.35 | 95.03 | |
| MIMOHeads=122025.10 | 88.08 | 37 | 95.15 | |
| PACKED ENSEMBLESHeads=122025.10 | 86.99 | 38.54 | 93.48 | |
| BATCH ENSEMBLESHeads=122025.10 | 86.27 | 39.66 | 93.66 | |
| DEEP ENSEMBLESHeads=122025.10 | 86.08 | 38.67 | 94.26 | |
| OBA2025.10 | 85.85 | 40.48 | 93.41 | |
| LORA ENSEMBLESHeads=122025.10 | 85.77 | 40.18 | 93.53 | |
| SINGLEHeads=122025.10 | 85.46 | 40.27 | 93.55 | |
| MC DROPOUTHeads=122025.10 | 84.74 | 42.53 | 93.12 |