Image Classification on CIFAR-100-C (Corruption Robustness Metrics)
65.69Accuracy (Gaussian)No Adaptation
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| No Adaptationadaptation_setting=continual2026.03 | 65.69 | 60.05 | 59.1 | 32.04 | 50.96 | 33.57 | 32.35 | 41.39 | 45.17 | 51.38 | 31.64 | 55.51 | 40.24 | 59.7 | 42.43 | 46.75 | |
| BN Adaptadaptation_setting=continual2026.03 | 45.28 | 44.17 | 47.58 | 32.32 | 46.21 | 32.97 | 33 | 39.05 | 38.53 | 45.46 | 30.39 | 36.7 | 40.84 | 37.19 | 43.99 | 39.58 | |
| CoTTAadaptation_setting=continual2026.03 | 43.75 | 41.86 | 43.72 | 32.81 | 43.04 | 33.15 | 33.06 | 38.1 | 37.59 | 45.54 | 29.9 | 37.76 | 39.27 | 33.86 | 39.91 | 38.22 | |
| TENT-continualadaptation_setting=continual2026.03 | 40.31 | 37.29 | 41.49 | 33.55 | 43.52 | 35.5 | 32.89 | 39.2 | 38.45 | 42.91 | 36.26 | 41.63 | 47.15 | 45.67 | 57.28 | 40.87 | |
| AcTTATENTadaptation_setting=continual2026.03 | 39.42 | 37.4 | 41.2 | 30.29 | 42.96 | 30.52 | 30.31 | 34.95 | 33.58 | 37.21 | 28.39 | 29.57 | 37.23 | 31.29 | 39.05 | 34.89 |