Uncertainty Estimation on CIFAR10-C Benign Stream
6.4ECESICL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SICLBackbone=ResNet-50, TTA Method=TENT2025.12 | 6.4 | 77.1 | |
| SICLBackbone=ResNet-101, TTA Method=TENT2025.12 | 6.6 | 68.4 | |
| SICLBackbone=ResNet-50, TTA Method=EATA2025.12 | 6.9 | 75.7 | |
| SICLBackbone=ResNet-50, TTA Method=RoTTA2025.12 | 7.1 | 74.9 | |
| SICLBackbone=ResNet-101, TTA Method=RoTTA2025.12 | 7.3 | 76.3 | |
| SICLBackbone=ResNet-50, TTA Method=SAR2025.12 | 7.5 | 77.5 | |
| SICLBackbone=ResNet-50, TTA Method=SoTTA2025.12 | 7.5 | 77 | |
| SICLBackbone=ResNet-101, TTA Method=EATA2025.12 | 7.6 | 76.8 | |
| SICLBackbone=ResNet-101, TTA Method=SAR2025.12 | 8 | 78.2 | |
| SICLBackbone=ResNet-101, TTA Method=SoTTA2025.12 | 8 | 78.2 | |
| SICLBackbone=ViT, TTA Method=TENT2025.12 | 8.4 | 53 | |
| SICLBackbone=ViT, TTA Method=SAR2025.12 | 8.7 | 53 | |
| PseudoCalBackbone=ResNet-50, TTA Method=TENT2025.12 | 9.4 | 77.1 | |
| MC DropoutBackbone=ResNet-50, TTA Method=TENT2025.12 | 16.3 | 77.1 | |
| Vanilla TSBackbone=ResNet-50, TTA Method=TENT2025.12 | 22.7 | 77.1 | |
| TransCalBackbone=ResNet-50, TTA Method=TENT2025.12 | 56.7 | 77.1 |