OOD Detection on TinyImageNet
0.954AUROC (Clean)ViT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ViTScoring Function=MD, Attack=PGD-100, Epsilon=4/2552022.09 | 0.954 | 0.198 | 0.208 | 0 | |
| ViTScoring Function=RMD, Attack=PGD-100, Epsilon=4/2552022.09 | 0.934 | 0.204 | 0.25 | 0.001 | |
| ViTScoring Function=MSP, Attack=PGD-100, Epsilon=4/2552022.09 | 0.924 | 0.229 | 0.04 | 0 | |
| ViTScoring Function=OpenMax, Attack=PGD-100, Epsilon=4/2552022.09 | 0.915 | 0.216 | 0.031 | 0 | |
| ATDAttack=PGD-100, Epsilon=4/2552022.09 | 0.883 | 0.786 | 0.781 | 0.635 | |
| HATScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.71 | 0.479 | 0.419 | 0.205 | |
| ALOEScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.689 | 0.083 | 0.35 | 0.002 | |
| HATScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.676 | 0.498 | 0.495 | 0.309 | |
| ALOEScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.09 | 0.575 | 0.233 | 0.08 | 0.005 | |
| HATScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.09 | 0.574 | 0.381 | 0.385 | 0.205 | |
| ALOEScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.09 | 0.569 | 0.114 | 0.12 | 0.002 | |
| HATScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.09 | 0.563 | 0.377 | 0.376 | 0.2 | |
| ATScoring Function=MSP, Attack=PGD-10, Epsilon=4/2552022.09 | 0.557 | 0.313 | 0.309 | 0.127 | |
| ATScoring Function=OpenMax, Attack=PGD-10, Epsilon=4/2552022.09 | 0.536 | 0.272 | 0.305 | 0.112 | |
| ATScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.522 | 0.254 | 0.263 | 0.086 | |
| ALOEScoring Function=RMD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.5 | 0.136 | 0.087 | 0.008 | |
| ATScoring Function=MD, Attack=PGD-10, Epsilon=4/2552022.09 | 0.397 | 0.16 | 0.208 | 0.055 |