Noisy Test-time Adaptation on NINCO
59.81Accuracy (S)AdaND
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdaNDSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 59.81 | 57.43 | 58.6 | |
| DDESetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 59.05 | 72.95 | 65.27 | |
| OODDSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 57.05 | 50.23 | 53.42 | |
| AdaNegSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 54.3 | 58.46 | 56.3 | |
| TPTSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 51.94 | 78.31 | 62.46 | |
| TentSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 51.59 | 72.07 | 60.13 | |
| ZS-CLIPSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 51.44 | 72.4 | 60.15 | |
| DMNSetting=Zero-shot, Condition=Noisy TTA, ID Dataset=ImageNet-1k2026.06 | 49.87 | 67.83 | 57.48 |