Adaptation with outlier datasets on CIFAR-100-C
58.2Accuracy (Noise)STAMP + Hi-Vec
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| STAMP + Hi-VecBackbone=ResNet-182025.08 | 58.2 | 89.6 | 73.5 | 64.4 | 82.5 | 72.1 | 63.8 | 82.5 | 72 | 64.6 | 75.8 | 70.4 | |
| STAMP + Hi-VecBackbone=ResNet-182025.08 | 58.2 | 89.6 | 73.5 | 64.4 | 82.5 | 72.1 | 63.8 | 82.5 | 72 | 64.6 | 75.8 | 70.4 | |
| STAMPBackbone=ResNet-182025.08 | 57.9 | 98.4 | 72.8 | 63.7 | 82.1 | 71.7 | 63.7 | 82.6 | 71.9 | 63.9 | 75.5 | 69.2 | |
| SAR + Hi-VecBackbone=ResNet-182025.08 | 57.9 | 89.2 | 69.4 | 54.9 | 73.4 | 62.8 | 60.9 | 73.9 | 66.7 | 62.1 | 74.4 | 68.4 | |
| STAMPBackbone=ResNet-182025.08 | 57.9 | 98.4 | 72.8 | 63.7 | 82.1 | 71.7 | 63.7 | 82.6 | 71.9 | 63.9 | 75.5 | 69.2 | |
| SAR + Hi-VecBackbone=ResNet-182025.08 | 57.9 | 89.2 | 69.4 | 54.9 | 73.4 | 62.8 | 60.9 | 73.9 | 66.7 | 62.1 | 74.4 | 68.4 | |
| SARBackbone=ResNet-182025.08 | 57.5 | 88.6 | 68.9 | 59.2 | 65.2 | 61.9 | 60.5 | 73.5 | 66.3 | 60.8 | 72.1 | 65.9 | |
| SARBackbone=ResNet-182025.08 | 57.5 | 88.6 | 68.9 | 59.2 | 65.2 | 61.9 | 60.5 | 73.5 | 66.3 | 60.8 | 72.1 | 65.9 | |
| EATABackbone=ResNet-182025.08 | 55.2 | 86.1 | 67.1 | 58.1 | 75.6 | 65.6 | 58.8 | 77.2 | 66.7 | 58.6 | 70.7 | 64 | |
| EATABackbone=ResNet-182025.08 | 55.2 | 86.1 | 67.1 | 58.1 | 75.6 | 65.6 | 58.8 | 77.2 | 66.7 | 58.6 | 70.7 | 64 | |
| Tent + Hi-VecBackbone=ResNet-182025.08 | 54.9 | 68.2 | 60.1 | 54.7 | 73.9 | 62.3 | 57.1 | 72.7 | 63.9 | 55.3 | 69.9 | 61.1 | |
| Tent + Hi-VecBackbone=ResNet-182025.08 | 54.9 | 68.2 | 60.1 | 54.7 | 73.9 | 62.3 | 57.1 | 72.7 | 63.9 | 55.3 | 69.9 | 61.1 | |
| SoTTABackbone=ResNet-182025.08 | 54.4 | 53.3 | 52.8 | 53.6 | 70.3 | 60.7 | 54.4 | 70.8 | 61.4 | 53.9 | 68.4 | 60.1 | |
| SoTTABackbone=ResNet-182025.08 | 54.4 | 53.3 | 52.8 | 53.6 | 70.3 | 60.7 | 54.4 | 70.8 | 61.4 | 53.9 | 68.4 | 60.1 | |
| RoTTABackbone=ResNet-182025.08 | 47.9 | 54 | 49.4 | 47.3 | 67 | 55.3 | 48.3 | 69.5 | 56.7 | 47.8 | 65.5 | 55 | |
| TentBackbone=ResNet-182025.08 | 47.9 | 55.8 | 51.2 | 54.4 | 70.4 | 61.2 | 55.4 | 72.4 | 62.7 | 55 | 68.6 | 60.9 | |
| RoTTABackbone=ResNet-182025.08 | 47.9 | 54 | 49.4 | 47.3 | 67 | 55.3 | 48.3 | 69.5 | 56.7 | 47.8 | 65.5 | 55 | |
| TentBackbone=ResNet-182025.08 | 47.9 | 55.8 | 51.2 | 54.4 | 70.4 | 61.2 | 55.4 | 72.4 | 62.7 | 55 | 68.6 | 60.9 | |
| OWTTTBackbone=ResNet-182025.08 | 47.1 | 70.3 | 56.2 | 53.9 | 74.3 | 62.3 | 54.5 | 73.5 | 62.5 | 54.2 | 68.5 | 60.4 | |
| OWTTTBackbone=ResNet-182025.08 | 47.1 | 70.3 | 56.2 | 53.9 | 74.3 | 62.3 | 54.5 | 73.5 | 62.5 | 54.2 | 68.5 | 60.4 | |
| CoTTABackbone=ResNet-182025.08 | 47 | 83.4 | 59.9 | 53.7 | 73.2 | 61.8 | 54.3 | 76.9 | 63.6 | 54.5 | 68.1 | 60.4 | |
| CoTTABackbone=ResNet-182025.08 | 47 | 83.4 | 59.9 | 53.7 | 73.2 | 61.8 | 54.3 | 76.9 | 63.6 | 54.5 | 68.1 | 60.4 | |
| BN StatsBackbone=ResNet-182025.08 | 45.8 | 80.9 | 58.4 | 52.7 | 72.5 | 60.9 | 53.7 | 73.8 | 62 | 53.2 | 68.6 | 59.7 | |
| BN StatsBackbone=ResNet-182025.08 | 45.8 | 80.9 | 58.4 | 52.7 | 72.5 | 60.9 | 53.7 | 73.8 | 62 | 53.2 | 68.6 | 59.7 | |
| MRLBackbone=ResNet-182025.08 | 41.4 | 60.3 | 47.8 | 41.4 | 61 | 47.3 | 41.4 | 58 | 48.3 | 41.4 | 63.3 | 48.4 | |
| MRLBackbone=ResNet-182025.08 | 41.4 | 60.3 | 47.8 | 41.4 | 61 | 47.3 | 41.4 | 58 | 48.3 | 41.4 | 63.3 | 48.4 | |
| SourceBackbone=ResNet-182025.08 | 35.8 | 43.1 | 38 | 35.8 | 49.4 | 40.1 | 35.8 | 58.2 | 43.2 | 35.8 | 57.1 | 42.7 | |
| SourceBackbone=ResNet-182025.08 | 35.8 | 43.1 | 38 | 35.8 | 49.4 | 40.1 | 35.8 | 58.2 | 43.2 | 35.8 | 57.1 | 42.7 |