Image Classification on CIFAR-10C level 5 (test)
7.7Mean ErrorActMAD
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ActMADBackbone=ViT-B/16, Adaptation Protocol=Supervised (some supervision from training data)2022.11 | 7.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFABackbone=ViT-B/16, Adaptation Protocol=Test-Time Adaptation2022.11 | 8.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=ViT-B/16, Adaptation Protocol=Test-Time Adaptation2022.11 | 8.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTT++Backbone=WRN-40-2, Adaptation Mode=Offline2022.11 | 9.6 | 12.8 | 11.1 | 11.2 | 7.3 | 17.1 | 8.2 | 6.5 | 9.4 | 9.9 | 7.9 | 5 | 5.1 | 13.7 | 8.8 | 10.6 | |
| ActMADBackbone=WRN-40-2, Supervision from training data=true2022.11 | 10.4 | 13 | 11.2 | 15.1 | 7.4 | 15.9 | 8.3 | 7.1 | 9.5 | 9.3 | 10.6 | 5.9 | 8.4 | 12.3 | 9.3 | 13.6 | |
| SHOTBackbone=WRN-40-2, Adaptation Mode=Offline2022.11 | 10.6 | 13.4 | 11.6 | 16.3 | 7.3 | 15.9 | 8.2 | 7.1 | 9.4 | 9.4 | 10.2 | 6.3 | 8.3 | 12.8 | 9.8 | 13.6 | |
| TENTBackbone=ViT-B/16, Adaptation Protocol=Fully Test-Time Adaptation2022.11 | 10.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ActMADBackbone=Wide-ResNet-40-2, Pre-trained=CIFAR-10, Corruption Level=5, Adaptation Protocol=Continuous Adaptation2022.11 | 11.4 | 13.3 | 11.6 | 15.7 | 8.7 | 16.7 | 9.9 | 8.3 | 10.5 | 10 | 12.8 | 6.9 | 10.6 | 13.3 | 9.9 | 13.4 | |
| ActMADAdaptation=Supervised Training Supervision, Continuous Adaptation=true, Average runs=10, Corruption order=shuffled2022.11 | 11.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=WRN-40-2, Adaptation Mode=Online2022.11 | 11.5 | 14.5 | 12.3 | 17.7 | 7.8 | 17.8 | 8.7 | 7.9 | 10.4 | 9.6 | 12.1 | 6.1 | 9 | 13.4 | 11.4 | 14.4 | |
| TENTBackbone=WRN-40-2, Fully Test-Time Adaptation=true2022.11 | 11.5 | 14.5 | 12.4 | 17.7 | 7.7 | 17.7 | 8.8 | 7.9 | 10.3 | 9.6 | 12 | 6.1 | 9 | 13.4 | 11.3 | 14.5 | |
| CoTTABackbone=Wide-ResNet-40-2, Pre-trained=CIFAR-10, Corruption Level=5, Adaptation Protocol=Continuous Adaptation2022.11 | 11.5 | 12.9 | 13.8 | 12 | 9.1 | 14.3 | 9.2 | 9.2 | 12 | 10 | 12.1 | 7 | 14.3 | 14.1 | 9.9 | 12.7 | |
| CoTTAAdaptation=Fully Test-Time, Continuous Adaptation=true, Average runs=10, Corruption order=shuffled2022.11 | 11.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| P-LBackbone=WRN-40-2, Fully Test-Time Adaptation=true2022.11 | 12 | 15.8 | 14.1 | 17.8 | 7.8 | 18.1 | 8.9 | 8 | 10.8 | 9.7 | 12.4 | 6.1 | 9.3 | 13.4 | 14.1 | 14.5 | |
| CFABackbone=WRN-40-2, Supervision from training data=true2022.11 | 12 | 15.8 | 13.8 | 17.9 | 7.8 | 18.2 | 9 | 8.1 | 10.7 | 9.6 | 12.4 | 6.1 | 9.3 | 13.5 | 13.7 | 14.5 | |
| DUABackbone=WRN-40-2, Fully Test-Time Adaptation=true2022.11 | 12.1 | 15.4 | 13.4 | 17.3 | 8 | 18 | 9.1 | 7.7 | 10.8 | 10.8 | 12.1 | 6.6 | 10.9 | 13.6 | 13 | 14.3 | |
| NORMBackbone=WRN-40-2, Fully Test-Time Adaptation=true2022.11 | 12.1 | 15.9 | 13.7 | 18 | 7.8 | 18.3 | 8.9 | 8 | 10.8 | 9.6 | 12.7 | 6.1 | 9.4 | 13.5 | 14.3 | 14.5 | |
| T3ABackbone=WRN-40-2, Fully Test-Time Adaptation=true2022.11 | 12.1 | 15.7 | 13.9 | 17.8 | 7.9 | 18.2 | 9 | 8.2 | 10.9 | 9.7 | 12.6 | 6.1 | 9.2 | 13.4 | 14.2 | 14.4 | |
| TENTAdaptation=Fully Test-Time, Continuous Adaptation=true, Average runs=10, Corruption order=shuffled2022.11 | 12.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTT++Backbone=WRN-40-2, Adaptation Mode=Online2022.11 | 13.6 | 15.5 | 14.1 | 23.6 | 9.1 | 25.1 | 11.4 | 8.1 | 13.2 | 13.1 | 13.4 | 6.6 | 6.9 | 17.6 | 12.5 | 13.6 | |
| NORMAdaptation=Fully Test-Time, Continuous Adaptation=true, Average runs=10, Corruption order=shuffled2022.11 | 13.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BUFRBackbone=WRN-40-2, Supervision from training data=true2022.11 | 14.5 | 18.5 | 16.3 | 22.6 | 9 | 21.8 | 10.4 | 9.7 | 12.7 | 13.4 | 15.2 | 7.5 | 12 | 16.3 | 15.1 | 17.5 | |
| SourceBackbone=ViT-B/16, Adaptation Protocol=None2022.11 | 14.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceBackbone=WRN-40-2, Adaptation=None2022.11 | 18.3 | 28.8 | 22.9 | 26.2 | 9.5 | 20.6 | 10.6 | 9.3 | 14.2 | 15.3 | 17.5 | 7.6 | 20.9 | 14.7 | 41.3 | 14.7 | |
| SourceBackbone=Wide-ResNet-40-2, Pre-trained=CIFAR-10, Corruption Level=5, Adaptation Protocol=No Adaptation2022.11 | 18.3 | 28.8 | 22.9 | 26.2 | 9.5 | 20.6 | 10.6 | 9.3 | 14.2 | 15.3 | 17.5 | 7.6 | 20.9 | 14.7 | 41.3 | 14.7 | |
| SourceAdaptation=None2022.11 | 18.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |