Noisy Test-Time Adaptation on CIFAR-100
60.56Accuracy (SVHN, S)SoTTA
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SoTTAsetting=Zero-shot2026.06 | 60.56 | 89.24 | 72.15 | 60.28 | 88.89 | 71.84 | 58.79 | 81.56 | 68.33 | 57.01 | 65.73 | 61.06 | 59.16 | 81.36 | 68.34 | |
| DDEsetting=Zero-shot2026.06 | 58.51 | 98.46 | 73.4 | 60.6 | 89.4 | 72.24 | 61.26 | 82.76 | 70.41 | 58.4 | 66.12 | 62.02 | 59.69 | 84.19 | 69.52 | |
| Tentsetting=Zero-shot2026.06 | 55.39 | 42.41 | 48.04 | 60.06 | 83.37 | 69.82 | 59.31 | 79.13 | 67.8 | 57.52 | 62.24 | 59.79 | 58.07 | 66.79 | 61.36 | |
| ZS-CLIPsetting=Zero-shot2026.06 | 48.52 | 97.58 | 64.81 | 49.29 | 94.97 | 64.9 | 46.76 | 81.58 | 59.45 | 45.36 | 64.52 | 53.27 | 47.48 | 84.66 | 60.61 | |
| TPTsetting=Zero-shot2026.06 | 46.09 | 97.87 | 62.67 | 46.9 | 95.36 | 62.88 | 43.87 | 83.1 | 57.42 | 42.48 | 66.86 | 51.95 | 44.84 | 85.8 | 58.73 |