Image Classification on ImageNet-C Severity 3 1.0
74.8Accuracy (Gauss Corruption)Grad
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GradBackbone=VitBase-LN, Batch Size=12026.06 | 74.8 | 74.8 | 73.1 | 71.2 | 71 | 75.1 | 71.3 | 73.4 | 73.1 | 79.7 | 82.2 | 85 | 81.2 | 79.8 | 78.8 | 76.3 | |
| GradBackbone=VitBase-LN, Label Shifts=true2026.06 | 74.52 | 73.5 | 74.1 | 73.8 | 72.6 | 74.7 | 71.3 | 74.7 | 72.9 | 79 | 81.2 | 82.1 | 80.6 | 81.2 | 77.3 | 76.2 | |
| SVGDBackbone=VitBase-LN, Batch Size=12026.06 | 74.5 | 74 | 72.4 | 71.3 | 71.1 | 75.3 | 70.1 | 73.7 | 71.8 | 79.7 | 82 | 84.8 | 80.1 | 79.8 | 79.1 | 76 | |
| KLBackbone=VitBase-LN, Batch Size=12026.06 | 73.8 | 74.1 | 72.4 | 71.1 | 70.8 | 75.2 | 69.9 | 73.5 | 72.2 | 79.7 | 82.3 | 84.7 | 80.3 | 80 | 78.6 | 75.9 | |
| KLBackbone=VitBase-LN, Label Shifts=true2026.06 | 73.2 | 73.1 | 72.3 | 72.9 | 71.8 | 74.7 | 71.3 | 74.1 | 72.5 | 77.9 | 81.2 | 81.5 | 80.7 | 80.5 | 77.2 | 75.7 | |
| NaiveBackbone=VitBase-LN, Batch Size=12026.06 | 73.1 | 72.8 | 72.3 | 71 | 70.1 | 74.5 | 69.6 | 72.5 | 71.2 | 79.1 | 81 | 84.5 | 79 | 79.5 | 77.7 | 75.2 | |
| DeYOBackbone=VitBase-LN, Batch Size=12026.06 | 72.3 | 72.1 | 71.9 | 71.1 | 69.4 | 74.2 | 69.3 | 72.8 | 70.1 | 78.6 | 80.7 | 84.4 | 78.6 | 79.2 | 77.2 | 74.8 | |
| NaiveBackbone=VitBase-LN, Label Shifts=true2026.06 | 72.3 | 72 | 71.5 | 72.1 | 71.7 | 74 | 70.2 | 74 | 72 | 78.8 | 81.1 | 80.6 | 80.1 | 79.9 | 77 | 75.2 | |
| SVGDBackbone=VitBase-LN, Label Shifts=true2026.06 | 72.1 | 73.1 | 72.4 | 73.1 | 72.3 | 74.9 | 71.3 | 73.9 | 73.1 | 78.9 | 81.2 | 82.3 | 80.6 | 80.5 | 77.3 | 75.8 | |
| DeYOBackbone=VitBase-LN, Label Shifts=true2026.06 | 71.7 | 71.6 | 71.4 | 70.6 | 68.9 | 73.9 | 69.2 | 72.4 | 69.7 | 77.9 | 80.2 | 79.5 | 78.2 | 78.7 | 76.7 | 74 | |
| SARBackbone=VitBase-LN, Label Shifts=true2026.06 | 68.8 | 68.2 | 68.4 | 68.3 | 64.7 | 71 | 64.2 | 68.1 | 66 | 76.4 | 79 | 79.6 | 76.2 | 77.1 | 74.1 | 71.3 | |
| TentBackbone=VitBase-LN, Label Shifts=true2026.06 | 68.7 | 68 | 68.1 | 68.2 | 63.8 | 70.9 | 63.8 | 67.6 | 41.9 | 76.3 | 78.8 | 79.5 | 75.9 | 76.7 | 73.7 | 69.5 | |
| SARBackbone=VitBase-LN, Batch Size=12026.06 | 68.5 | 67.8 | 68 | 67.8 | 63.1 | 70.7 | 63.5 | 66.9 | 62.8 | 75.8 | 77.7 | 78.4 | 74.7 | 75.7 | 72.7 | 70.3 | |
| GradBackbone=ResNet-50-GN, Batch Size=12026.06 | 67.2 | 67.8 | 65.7 | 58 | 46.9 | 64.3 | 58.5 | 65.6 | 57.5 | 73 | 77.7 | 76.2 | 72.1 | 72.5 | 72 | 66.3 | |
| TentBackbone=VitBase-LN, Batch Size=12026.06 | 67.1 | 66.2 | 66.3 | 66.3 | 60.9 | 69.1 | 61.4 | 65.2 | 60.4 | 75.2 | 78.1 | 78.8 | 74.9 | 75.8 | 72.4 | 69.2 | |
| SVGDBackbone=ResNet-50-GN, Batch Size=12026.06 | 66.6 | 65.6 | 65 | 56.8 | 46.5 | 64.5 | 57.9 | 63.8 | 57.3 | 72.6 | 77.8 | 74.5 | 71.6 | 72.6 | 71.4 | 65.7 | |
| SVGDBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 65.6 | 64.4 | 64.3 | 55.9 | 46.1 | 62.9 | 56 | 61.7 | 59.1 | 73.4 | 78.1 | 76.5 | 73.7 | 71.9 | 71.2 | 65.4 | |
| KLBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 65.6 | 65.7 | 64.6 | 55.6 | 44.9 | 63.6 | 55.2 | 62 | 59.1 | 75.8 | 77.7 | 76.8 | 73.6 | 72.8 | 71.4 | 65.6 | |
| GradBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 65.6 | 65.6 | 65.1 | 55.9 | 45.9 | 65.1 | 56.7 | 63.1 | 59.1 | 77.1 | 78.6 | 76.9 | 73.8 | 72.6 | 72.8 | 66.3 | |
| NaiveBackbone=ResNet-50-GN, Batch Size=12026.06 | 65.3 | 65.7 | 63.9 | 56.2 | 45.9 | 64 | 56.3 | 62.5 | 56.2 | 71.1 | 77.2 | 74.2 | 71.4 | 71.2 | 71.2 | 64.8 | |
| KLBackbone=ResNet-50-GN, Batch Size=12026.06 | 65.1 | 66.1 | 65.2 | 57.1 | 46.2 | 64.5 | 57.2 | 64 | 57.7 | 72.4 | 77.6 | 75 | 71.7 | 71.7 | 71.4 | 65.5 | |
| NaiveBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 65 | 64 | 64.1 | 55.1 | 44.9 | 62.3 | 55.6 | 61.4 | 58 | 70.2 | 77 | 75 | 73.1 | 71.3 | 70.1 | 64.5 | |
| DeYOBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 64.9 | 63.9 | 63.3 | 54 | 44.9 | 62.2 | 55.1 | 61.2 | 57.9 | 69.2 | 76.9 | 73.2 | 71.2 | 70.2 | 69.8 | 63.9 | |
| DeYOBackbone=ResNet-50-GN, Batch Size=12026.06 | 64.4 | 64.5 | 63.7 | 55.2 | 46 | 63.1 | 55.9 | 62.3 | 55.8 | 69.8 | 77 | 73.5 | 71.5 | 70.7 | 70.2 | 64.2 | |
| SARBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 60.8 | 60.5 | 60.2 | 47.9 | 36.7 | 58.2 | 49.7 | 57.9 | 53.6 | 65 | 76.4 | 71 | 67 | 65.8 | 67.6 | 59.9 | |
| SARBackbone=ResNet-50-GN, Batch Size=12026.06 | 60.3 | 59.6 | 59.5 | 46.6 | 33 | 57.5 | 47.8 | 57.8 | 52.8 | 65.1 | 76.7 | 71.4 | 67.3 | 66 | 67.8 | 59.3 | |
| TentBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 59.1 | 58.6 | 58.3 | 39 | 27.9 | 54.7 | 41.1 | 51.3 | 41.4 | 62 | 75.2 | 70.1 | 62.3 | 63.7 | 66.4 | 55.4 | |
| TentBackbone=ResNet-50-GN, Batch Size=12026.06 | 58.8 | 58.5 | 58.7 | 38.2 | 26.8 | 54.9 | 42.6 | 51.6 | 38.8 | 61.9 | 75.3 | 70 | 62.3 | 63.6 | 66.3 | 55.2 | |
| ResNet-50-GNBackbone=ResNet-50-GN, Batch Size=12026.06 | 54.5 | 52.8 | 53.1 | 44.3 | 21.2 | 49.7 | 39.2 | 54.8 | 54 | 55.8 | 75.4 | 69.8 | 59.6 | 59.7 | 66.3 | 54 | |
| ResNet-50-GNBackbone=ResNet-50-GN, Label Shifts=true2026.06 | 54.5 | 52.9 | 53.1 | 44.4 | 21.2 | 49.8 | 39.3 | 54.9 | 54.1 | 55.8 | 75.3 | 69.7 | 59.6 | 59.7 | 66.4 | 54.1 | |
| VitBase-LNBackbone=VitBase-LN, Batch Size=12026.06 | 51.6 | 46.9 | 50.5 | 48.7 | 37.2 | 54.7 | 41.6 | 35.1 | 33.5 | 67.8 | 69.3 | 74.8 | 65.8 | 66 | 63.7 | 53.8 | |
| ViTBase-LNBackbone=VitBase-LN, Label Shifts=true2026.06 | 51.5 | 46.8 | 50.4 | 48.7 | 37.1 | 54.7 | 41.6 | 35.1 | 33.3 | 68 | 69.3 | 74.9 | 65.9 | 66 | 63.6 | 53.8 | |
| STAR (TTA)Backbone=ViT-S/32, Test-Time Adaptation (TTA)=true2026.06 | 43.76 | 38.87 | 40.65 | 32.46 | 21.86 | 41.74 | 30.19 | 32.97 | 31.43 | 55.54 | 66.55 | 65.5 | 55.93 | 49.83 | 54.77 | 44.14 | |
| STARBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 43.61 | 38.87 | 40.63 | 32.44 | 21.85 | 41.76 | 30.17 | 32.93 | 31 | 55.31 | 66.56 | 65.51 | 55.61 | 49.81 | 54.79 | 44.06 | |
| Standard MoEBackbone=ViT-S/32, Test-Time Adaptation (TTA)=false2026.06 | 42.94 | 38.74 | 39.77 | 32.67 | 21.36 | 39.69 | 27.97 | 32.69 | 30.46 | 54.92 | 65.95 | 65.72 | 55.31 | 49.21 | 54.56 | 43.46 |