Adaptation with outlier datasets on ImageNet-C with Textures-C outliers 1.0 (test)
46.8AccuracySTAMP + Hi-Vec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STAMP + Hi-VecBackbone=ResNet-502025.08 | 46.8 | 71.7 | 56.6 | |
| STAMPBackbone=ResNet-502025.08 | 46.5 | 71.9 | 56.2 | |
| EATABackbone=ResNet-502025.08 | 46.4 | 62.2 | 52.8 | |
| SAR + Hi-VecBackbone=ResNet-502025.08 | 46.2 | 67.4 | 54.8 | |
| SARBackbone=ResNet-502025.08 | 45.6 | 67 | 54 | |
| SoTTABackbone=ResNet-502025.08 | 41.8 | 60.3 | 48.8 | |
| Tent + Hi-VecBackbone=ResNet-502025.08 | 39.4 | 59.1 | 47.2 | |
| TentBackbone=ResNet-502025.08 | 39 | 48.6 | 42 | |
| RoTTABackbone=ResNet-502025.08 | 37 | 65.3 | 46.5 | |
| CoTTABackbone=ResNet-502025.08 | 34.2 | 60.7 | 42.8 | |
| BN StatsBackbone=ResNet-502025.08 | 31.6 | 61.2 | 40.7 | |
| MRLBackbone=ResNet-502025.08 | 18.4 | 54.6 | 27.4 | |
| SourceBackbone=ResNet-502025.08 | 18.2 | 54.6 | 25.8 | |
| OWTTTBackbone=ResNet-502025.08 | 9.4 | 59.4 | 14.6 |