Image Classification on ImageNet-C (level 2)
81.1BrightnessAPM
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APMpre-trained on clean & downstream-ttt=false2024.10 | 81.1 | 79.4 | 76.6 | 59.4 | 77.3 | 68.2 | 73.1 | 70 | 70.3 | 78.6 | 74.5 | 77.8 | 72 | 67.8 | 64.3 | 72.4 | |
| TTT-MAEpre-trained on clean & downstream-ttt=true2024.10 | 77.8 | 71.5 | 69.4 | 49.7 | 69.8 | 62.7 | 72.5 | 66.4 | 70 | 72.7 | 72.3 | 76.2 | 70.6 | 58.7 | 63.6 | 68.3 | |
| TTT-MAESteps of TTT=102022.09 | 77.8 | 71.5 | 69.4 | 49.7 | 69.8 | 62.7 | 72.5 | 66.4 | 70 | 72.7 | 72.3 | 76.2 | 70.6 | 58.7 | 63.6 | — | |
| Baselinepre-trained on clean & downstream-ttt=true2024.10 | 77.4 | 71.2 | 62.3 | 51 | 66.3 | 58.4 | 68.6 | 59.2 | 64.9 | 70.4 | 70.6 | 74.7 | 66.2 | 54.2 | 55.2 | 64.1 | |
| BaselineSteps of TTT=102022.09 | 77.4 | 71.2 | 62.3 | 51 | 66.3 | 58.4 | 68.6 | 59.2 | 64.9 | 70.4 | 70.6 | 74.7 | 66.2 | 54.2 | 55.2 | — | |
| OpenCLIP VIT-L/14pre-trained on clean & downstream-ttt=false2024.10 | 76.6 | 74.4 | 71.4 | 53.8 | 72 | 62.6 | 67.6 | 64 | 64.6 | 73.8 | 69 | 72.8 | 66.4 | 61.8 | 58.3 | 66.1 |