Test-Time Adaptation on Stanford-CARS (test)
65.51iNaturalist AccSDDE
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDESetting=Zero-shot noisy TTA2026.06 | 65.51 | 99.99 | 79.16 | 65.3 | 99.89 | 78.98 | 66.35 | 99.93 | 79.75 | 65.43 | 98.66 | 78.68 | 65.65 | 99.62 | 79.14 | |
| DMNSetting=Zero-shot noisy TTA2026.06 | 64.33 | 99.99 | 78.29 | 64.35 | 99.63 | 78.19 | 64.35 | 99.7 | 78.21 | 64.53 | 98.29 | 77.91 | 64.39 | 99.4 | 78.15 | |
| AdaNegSetting=Zero-shot noisy TTA2026.06 | 63.66 | 99.98 | 77.8 | 63.51 | 99.89 | 77.65 | 63.71 | 99.87 | 77.79 | 63.54 | 99.66 | 77.6 | 63.61 | 99.85 | 77.71 | |
| OODDSetting=Zero-shot noisy TTA2026.06 | 63.55 | 99.99 | 77.71 | 63.55 | 99.88 | 77.68 | 63.56 | 99.95 | 77.71 | 63.55 | 99.04 | 77.42 | 63.55 | 99.72 | 77.63 | |
| AdaNDSetting=Zero-shot noisy TTA2026.06 | 62.8 | 99.79 | 77.09 | 62.73 | 99.82 | 77.04 | 62.91 | 99.75 | 77.16 | 62.76 | 99.29 | 76.91 | 62.8 | 99.66 | 77.05 | |
| ZS-CLIPSetting=Zero-shot noisy TTA2026.06 | 50.18 | 96.62 | 66.05 | 53.48 | 98.81 | 69.4 | 53.59 | 99.05 | 69.55 | 53.36 | 98.05 | 69.11 | 52.65 | 98.13 | 68.53 | |
| TPTSetting=Zero-shot noisy TTA2026.06 | 49.24 | 96.97 | 65.31 | 52.4 | 98.83 | 68.49 | 52.75 | 99.27 | 68.89 | 52.42 | 98.39 | 68.4 | 51.7 | 98.36 | 67.77 | |
| TentSetting=Zero-shot noisy TTA2026.06 | 44.12 | 52.33 | 47.88 | 54.27 | 94.51 | 68.95 | 54.6 | 97.37 | 69.97 | 54.33 | 96.65 | 69.56 | 51.83 | 85.22 | 64.09 |