Image Classification on ImageNet-C (level 4)
79.2Top-1 Acc (Brightness)APM
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APMP (leveraged pre-trained weights)=false2024.10 | 79.2 | 70.4 | 64.9 | 63.7 | 72.3 | 58.6 | 51.2 | 40.4 | 51.3 | 74.1 | 53 | 70 | 46.7 | 62.5 | 51.8 | 59.6 | |
| OpenCLIP VIT-L/14P (leveraged pre-trained weights)=false2024.10 | 74.2 | 64.2 | 58.7 | 57.8 | 66.3 | 52.8 | 45.3 | 34.6 | 45.2 | 68.9 | 46.6 | 63.9 | 41.1 | 56.2 | 45.6 | 54.8 | |
| BaselineP (leveraged pre-trained weights)=true2024.10 | 73.1 | 33.1 | 35.8 | 56.9 | 54.2 | 45.2 | 39.6 | 26 | 38.2 | 62 | 43.2 | 60.3 | 32.2 | 44.2 | 40.7 | 47.4 | |
| BaselineTTT steps=102022.09 | 73.1 | 33.1 | 35.8 | 56.9 | 54.2 | 45.2 | 39.6 | 26 | 38.2 | 62 | 43.2 | 60.3 | 32.2 | 44.2 | 40.7 | — | |
| TTT-MAEP (leveraged pre-trained weights)=true2024.10 | 72.7 | 39.6 | 45.7 | 64.9 | 58.3 | 52.6 | 48.5 | 42.8 | 47.6 | 67 | 50.5 | 66.6 | 42.4 | 45.7 | 51.5 | 53.2 | |
| TTT-MAETTT steps=102022.09 | 72.7 | 39.6 | 45.7 | 64.9 | 58.3 | 52.6 | 48.5 | 42.8 | 47.6 | 67 | 50.5 | 66.6 | 42.4 | 45.7 | 51.5 | — |