Image Classification on ImageNet-C Severity 5 1.0
14.8Error Rate (Gaussian)STAR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STARBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 14.8 | 12.91 | 12.46 | 14.98 | 10.91 | 19.22 | 18.59 | 16.85 | 23.74 | 36.52 | 57.95 | 36.54 | 21.05 | 21.36 | 40.28 | 23.88 | |
| STAR (TTA)Backbone=ViT-S/32, Test-Time Adaptation (TTA)=true2026.06 | 14.8 | 13.33 | 12.49 | 16.09 | 10.94 | 19.22 | 18.55 | 16.94 | 24.72 | 37.78 | 57.96 | 36.52 | 21.1 | 21.8 | 40.57 | 24.19 | |
| Standard MoEBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 14.85 | 13.57 | 12.54 | 15.47 | 10.17 | 12.54 | 17.27 | 14.49 | 23.66 | 35.2 | 56.11 | 34.08 | 20.17 | 19.57 | 39.82 | 22.63 |