Noisy Test-time Adaptation on SSB Hard
62.47Accuracy (S)AdaND
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaNDSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 62.47 | 27.17 | 37.87 | |
| DDESetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 61.48 | 61.59 | 61.53 | |
| OODDSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 58.88 | 34.57 | 43.56 | |
| AdaNegSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 52.54 | 63.34 | 57.44 | |
| DMNSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 51.37 | 61.87 | 56.13 | |
| TentSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 49.63 | 58.25 | 53.6 | |
| ZS-CLIPSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 49.59 | 58.1 | 53.51 | |
| TPTSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 48.99 | 60.61 | 54.18 |