Object Recognition on CIFAR-10-C level 1 (test)
7.9Error (Original)TTT
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TTTBackbone=ResNet-262019.09 | 7.9 | 19.1 | 15.8 | 16.5 | 8 | 37.9 | 11.7 | 12.2 | 12.8 | 11.9 | 8.2 | 8 | 8.3 | 12.6 | 11.1 | 15.5 | |
| Joint TrainingBackbone=ResNet-262019.09 | 8.1 | 20.4 | 16.6 | 16.9 | 8.2 | 40.5 | 12.2 | 13 | 13.1 | 12.3 | 8.4 | 8.1 | 8.5 | 12.9 | 11.3 | 15.9 | |
| TTT-OnlineBackbone=ResNet-262019.09 | 8.2 | 13.8 | 11.9 | 12.2 | 8.5 | 24.4 | 10.5 | 11.5 | 12.4 | 10.7 | 8.5 | 8.3 | 8.6 | 12.4 | 10.7 | 14.4 | |
| Baseline (Object recognition only)Backbone=ResNet-262019.09 | 8.9 | 21.7 | 17.1 | 17 | 9 | 41 | 12.1 | 13.9 | 14.3 | 13.4 | 9.2 | 8.9 | 9 | 13.2 | 12 | 17.3 | |
| ALPBackbone=ResNet-262019.09 | 17 | 16.8 | 17.6 | 16.8 | 20.9 | 18.7 | 19 | 17.3 | 17.5 | 17.4 | 16.1 | 18.4 | 20.4 | 17 | 17.2 | 17.5 |