Test-Time Adaptation on CUB-200 2011 (test)
58.56iNaturalist Acc (S)DDE
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDESetting=Zero-shot noisy TTA2026.06 | 58.56 | 99.58 | 73.77 | 58.74 | 99.55 | 73.91 | 59.89 | 99.8 | 74.88 | 58.47 | 96.28 | 72.71 | 56.92 | 98.8 | 73.82 | |
| AdaNegSetting=Zero-shot noisy TTA2026.06 | 56.82 | 99.65 | 72.38 | 56.79 | 99.14 | 72.21 | 56.96 | 93.37 | 70.75 | 56.92 | 99.31 | 72.37 | 56.87 | 97.87 | 71.93 | |
| OODDSetting=Zero-shot noisy TTA2026.06 | 56.06 | 99.73 | 71.77 | 56.02 | 99.84 | 71.77 | 56.06 | 99.91 | 71.82 | 56.06 | 98.27 | 71.39 | 56.05 | 99.44 | 71.69 | |
| DMNSetting=Zero-shot noisy TTA2026.06 | 55.96 | 98.66 | 71.41 | 56.02 | 98.72 | 71.48 | 56.19 | 99.36 | 71.78 | 56.11 | 96.52 | 70.96 | 56.07 | 98.32 | 71.41 | |
| AdaNDSetting=Zero-shot noisy TTA2026.06 | 52.34 | 96.4 | 67.84 | 52.41 | 93.91 | 67.27 | 51.82 | 81.24 | 63.28 | 51.82 | 91.51 | 66.17 | 52.1 | 90.77 | 66.14 | |
| ZS-CLIPSetting=Zero-shot noisy TTA2026.06 | 38.13 | 88.06 | 53.22 | 38.1 | 87.86 | 53.15 | 37.56 | 79.11 | 50.94 | 38 | 87.81 | 53.04 | 37.95 | 85.71 | 52.59 | |
| TPTSetting=Zero-shot noisy TTA2026.06 | 37.41 | 89.57 | 52.78 | 37.49 | 89.67 | 52.87 | 36.88 | 81.67 | 50.81 | 37.44 | 89.45 | 52.79 | 37.3 | 87.59 | 52.31 | |
| TentSetting=Zero-shot noisy TTA2026.06 | 37.02 | 46.95 | 41.4 | 38.61 | 55.55 | 45.56 | 34.98 | 41.77 | 38.07 | 40.41 | 74.83 | 52.48 | 37.75 | 54.78 | 44.38 |