Open-set Test-Time Adaptation on CIFAR-10-C (InD) and CIFAR-100-C (OOD)
87.23AccuracyTent
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Tent2026.06 | 87.23 | 77.02 | 75.08 | 70.61 | |
| SAR(BN)Normalization=BN2026.06 | 86.77 | 80.25 | 78.05 | 73.56 | |
| OSTTA2026.06 | 86.71 | 77.61 | 75.01 | 70.84 | |
| SoTTA2026.06 | 86.67 | 77.65 | 78.58 | 71.79 | |
| SAR(BN+Sigmoid)Normalization=BN, Activation=Sigmoid2026.06 | 86.15 | 81.79 | 73.94 | 75.03 | |
| Tent(Sigmoid)Activation=Sigmoid2026.06 | 86.05 | 81.43 | 74.89 | 74.4 | |
| UniEnt(Tent)Base Method=Tent2026.06 | 85.61 | 81.5 | 79.39 | 73.98 | |
| UniEnt+(Tent)Base Method=Tent, Variant=+2026.06 | 85.51 | 81.42 | 79.71 | 73.87 | |
| Source2026.06 | 81.74 | 77.61 | 77.22 | 68.26 | |
| Source(Sigmoid)Activation=Sigmoid2026.06 | 81.49 | 78.39 | 78.14 | 69.32 |