Image Classification on ImageNet-C 1.0 (Severity 1)
60.67Accuracy (Gaussian)STAR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STARBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 60.67 | 58.84 | 57.16 | 51.08 | 53.74 | 60.72 | 44.85 | 51.91 | 56.6 | 64.86 | 69.57 | 69.86 | 62.92 | 62.08 | 59.57 | 58.96 | |
| STAR (TTA)Backbone=ViT-S/32, Test-Time Adaptation (TTA)=true2026.06 | 60.24 | 58.56 | 56.24 | 51.23 | 54.2 | 60.87 | 45.55 | 51.94 | 57.21 | 65.24 | 69.8 | 69.98 | 62.78 | 62.13 | 60.08 | 59.07 | |
| Standard MoEBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 59.66 | 57.44 | 55.5 | 50.81 | 53.35 | 59.92 | 43.1 | 51.84 | 56.74 | 65.34 | 69.34 | 70.24 | 62.32 | 61.85 | 59.81 | 58.48 |