Object Recognition on CIFAR-10-C level 4 (test)
7.9Error Rate (Baseline)TTT
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TTTBackbone=ResNet-262019.09 | 7.9 | 41.5 | 35.4 | 39.8 | 15 | 47.8 | 19.1 | 18.4 | 20.1 | 24 | 13.5 | 10 | 14.1 | 17.7 | 29.4 | 24.5 | |
| Joint Training (JT)Backbone=ResNet-262019.09 | 8.1 | 45 | 38.3 | 42.2 | 16.4 | 50.2 | 20.7 | 20.5 | 21.1 | 25.4 | 14.1 | 10 | 14.7 | 19 | 33.2 | 25.1 | |
| TTT-OnlineBackbone=ResNet-262019.09 | 8.2 | 22.9 | 20 | 23.9 | 11.2 | 35.1 | 15.6 | 13.8 | 18.6 | 15.9 | 12.3 | 9.7 | 11.9 | 16.7 | 13.6 | 19.8 | |
| Baseline (B)Backbone=ResNet-262019.09 | 8.9 | 46.4 | 39.2 | 44.8 | 15.3 | 52.5 | 19.1 | 20.5 | 21.3 | 26.9 | 13.3 | 10.5 | 13.7 | 20.8 | 35.3 | 26.9 | |
| ALPBackbone=ResNet-262019.09 | 16.5 | 21.3 | 20.5 | 24.5 | 20.7 | 25.9 | 23.7 | 21.4 | 24.2 | 23.9 | 42.2 | 17.5 | 53.7 | 22.1 | 19.1 | 18.5 |