Image Classification on CIFAR100 Source (Corruption Robustness)
34.31Accuracy (Gaussian)CoTTA
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoTTAsource_competence_preservation=true, adaptation_setting=continual2026.03 | 34.31 | 35.06 | 36.02 | 34.59 | 34.73 | 35.12 | 34.23 | 34.09 | 34.05 | 33.39 | 33.49 | 34.65 | 33.65 | 34.34 | 34.05 | 34.38 | |
| AcTTATENTsource_competence_preservation=true, adaptation_setting=continual2026.03 | 28.4 | 29.08 | 28.15 | 25.56 | 25.97 | 25.12 | 24.78 | 25.67 | 26.16 | 26.78 | 25.04 | 25.32 | 25.11 | 25.63 | 28.32 | 26.34 | |
| BN Adaptsource_competence_preservation=true, adaptation_setting=continual2026.03 | 27.69 | 27.37 | 27.49 | 27.84 | 27.58 | 27.69 | 27.52 | 27.63 | 27.63 | 27.55 | 27.56 | 27.46 | 28.03 | 27.49 | 27.47 | 27.6 | |
| TENT-continualsource_competence_preservation=true, adaptation_setting=continual2026.03 | 26.65 | 27.88 | 30.22 | 29.28 | 30.53 | 30.27 | 29.82 | 30.75 | 31.24 | 33.67 | 33.73 | 35.17 | 38.93 | 41.08 | 48.4 | 33.17 |