Out-of-Distribution Detection on CIFAR-10-C (InD) and SVHN-C (OOD) (test)
86.28AccuracySoTTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SoTTA2026.06 | 86.28 | 68.13 | 88.76 | 63.68 | |
| SAR(BN)Output Layer=Softmax, Normalization Adaptation=BN2026.06 | 85.46 | 80.91 | 75.17 | 73.29 | |
| TentOutput Layer=Softmax, Adaptation=Test-time entropy minimization2026.06 | 85.26 | 70.02 | 82.73 | 63.74 | |
| OSTTA2026.06 | 85.13 | 74.48 | 79.86 | 67.5 | |
| Tent(Sigmoid)Output Layer=Sigmoid, Adaptation=Test-time entropy minimization2026.06 | 85.08 | 83.01 | 72.06 | 74.65 | |
| SAR(BN+Sigmoid)Output Layer=Sigmoid, Normalization Adaptation=BN2026.06 | 84.92 | 83.41 | 70.34 | 75.32 | |
| UniEnt(Tent)Wrapper=UniEnt, Base Method=Tent2026.06 | 84.64 | 87.22 | 61.34 | 77.44 | |
| UniEnt+(Tent)Wrapper=UniEnt+, Base Method=Tent2026.06 | 84.45 | 87.43 | 60.7 | 77.45 | |
| SourceOutput Layer=Softmax2026.06 | 81.74 | 77.89 | 79.46 | 68.44 | |
| Source(Sigmoid)Output Layer=Sigmoid2026.06 | 81.49 | 80.63 | 75.14 | 70.98 |