Image Classification on ImageNet-C highest severity (val)
45.2Acc (Gaussian Noise)Jumbo+SAR
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Jumbo+SARTest-Time Adaptation (TTA)=SAR2025.02 | 45.2 | 49.6 | 51.2 | 53.3 | 53.2 | 61.1 | 44.5 | 66.2 | 58.5 | 71.7 | 77.5 | 67.1 | 65.2 | 69 | 69 | 60.1 | |
| Registers+SARTest-Time Adaptation (TTA)=SAR2025.02 | 38.9 | 39.2 | 41.5 | 48.2 | 48.7 | 56.5 | 32.1 | 62 | 59.4 | 68.9 | 76.1 | 61.5 | 59.1 | 65.5 | 66.1 | 54.9 | |
| JumboTest-Time Adaptation (TTA)=None2025.02 | 25.9 | 26.6 | 25.8 | 31.2 | 21.4 | 33.3 | 30.6 | 53.1 | 51.9 | 57.3 | 75.2 | 49.4 | 30.5 | 47.5 | 57.1 | 41.1 | |
| RegistersTest-Time Adaptation (TTA)=None2025.02 | 13.6 | 14.2 | 13 | 29.3 | 20.3 | 34.9 | 28.7 | 49 | 50.4 | 56.6 | 73.5 | 47.8 | 29 | 45.6 | 56.1 | 37.5 |