Test-Time Adaptation on Food-101 (test)
88.35iNaturalist Accuracy (S)DDE
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDESetting=Zero-shot noisy TTA2026.06 | 88.35 | 99.93 | 93.78 | 88.23 | 99.78 | 93.65 | 88.3 | 97.94 | 92.87 | 88.24 | 99.65 | 93.61 | 88.28 | 99.33 | 93.48 | |
| AdaNDSetting=Zero-shot noisy TTA2026.06 | 86.5 | 99.87 | 92.71 | 86.4 | 99.64 | 92.55 | 86.44 | 96.51 | 91.2 | 86.42 | 99.4 | 92.46 | 86.44 | 98.85 | 92.23 | |
| DMNSetting=Zero-shot noisy TTA2026.06 | 84.17 | 99.92 | 91.37 | 84.13 | 99.87 | 91.33 | 84.14 | 95.71 | 89.55 | 84.21 | 99.49 | 91.21 | 84.16 | 98.75 | 90.87 | |
| AdaNegSetting=Zero-shot noisy TTA2026.06 | 84.17 | 99.74 | 91.29 | 84.16 | 98.86 | 90.92 | 84.23 | 96.82 | 90.09 | 84.16 | 93.65 | 88.65 | 84.18 | 97.27 | 90.24 | |
| OODDSetting=Zero-shot noisy TTA2026.06 | 83.63 | 99.99 | 91.09 | 83.77 | 99.99 | 91.17 | 83.75 | 97.22 | 89.98 | 83.76 | 99.91 | 91.13 | 83.73 | 99.28 | 90.84 | |
| ZS-CLIPSetting=Zero-shot noisy TTA2026.06 | 80.6 | 94.76 | 87.11 | 80.75 | 96.08 | 87.75 | 80.51 | 93.12 | 86.36 | 80.62 | 94.62 | 87.06 | 80.62 | 94.65 | 87.07 | |
| TPTSetting=Zero-shot noisy TTA2026.06 | 79.7 | 94.93 | 86.65 | 79.92 | 96.19 | 87.3 | 79.7 | 93.86 | 86.2 | 79.76 | 95.14 | 86.77 | 79.77 | 95.03 | 86.73 | |
| TentSetting=Zero-shot noisy TTA2026.06 | 75.83 | 25.09 | 37.7 | 82.86 | 85.1 | 83.97 | 82.54 | 87.03 | 84.73 | 82.26 | 80.13 | 81.18 | 80.87 | 69.34 | 71.9 |