Adaptation with outlier datasets on ImageNet-C with Places365-C outliers 1.0 (test)
0.469AccuracySTAMP + Hi-Vec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STAMP + Hi-VecBackbone=ResNet-502025.08 | 0.469 | 0.779 | 0.585 | |
| EATABackbone=ResNet-502025.08 | 0.464 | 0.726 | 0.56 | |
| STAMPBackbone=ResNet-502025.08 | 0.464 | 0.777 | 0.576 | |
| SAR + Hi-VecBackbone=ResNet-502025.08 | 0.453 | 0.738 | 0.561 | |
| SARBackbone=ResNet-502025.08 | 0.449 | 0.733 | 0.55 | |
| SoTTABackbone=ResNet-502025.08 | 0.417 | 0.678 | 0.507 | |
| RoTTABackbone=ResNet-502025.08 | 0.366 | 0.686 | 0.465 | |
| Tent + Hi-VecBackbone=ResNet-502025.08 | 0.354 | 0.52 | 0.421 | |
| TentBackbone=ResNet-502025.08 | 0.349 | 0.518 | 0.395 | |
| CoTTABackbone=ResNet-502025.08 | 0.338 | 0.669 | 0.435 | |
| BN StatsBackbone=ResNet-502025.08 | 0.311 | 0.677 | 0.411 | |
| MRLBackbone=ResNet-502025.08 | 0.184 | 0.619 | 0.283 | |
| SourceBackbone=ResNet-502025.08 | 0.182 | 0.616 | 0.261 | |
| OWTTTBackbone=ResNet-502025.08 | 0.091 | 0.54 | 0.139 |