Online Continual Test-Time Adaptation on ImageNet-to-ImageNet-C severity=5, κ=0.1 (test)
61.7Places-C AccuracyDOCO
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DOCOseverity=5, κ=0.12026.04 | 61.7 | 76.8 | 61.1 | 82.5 | 61.9 | 92.3 | 62.4 | 88 | 62 | 64.4 | 61.3 | 74.8 | 61.7 | 79.8 | 69.2 | |
| DPCoreseverity=5, κ=0.12026.04 | 61.5 | 79.7 | 61.5 | 82.5 | 57.8 | 93.7 | 58 | 83.4 | 59.1 | 63.2 | 56.3 | 73.4 | 59 | 79.3 | 67.2 | |
| UniEntseverity=5, κ=0.12026.04 | 59.1 | 73.3 | 58.7 | 81.3 | 57 | 84.3 | 56.8 | 79.6 | 55 | 60.7 | 58.8 | 71.5 | 57.6 | 75.1 | 64.5 | |
| OSTTAseverity=5, κ=0.12026.04 | 58.4 | 65.7 | 58.3 | 66.1 | 58.5 | 79.7 | 58.5 | 71.8 | 58.7 | 63.7 | 58.7 | 68.7 | 58.5 | 69.3 | 63 | |
| E-COMEseverity=5, κ=0.12026.04 | 58.4 | 75.9 | 58.2 | 78.4 | 58.4 | 85.3 | 58.4 | 82.1 | 58.2 | 60.5 | 58.7 | 72 | 58.4 | 75.7 | 65.4 | |
| SARseverity=5, κ=0.12026.04 | 57.2 | 68 | 57 | 74.1 | 57 | 82.3 | 57.3 | 74.5 | 57 | 62.2 | 57.1 | 70.5 | 57.1 | 71.9 | 63.2 | |
| EATAseverity=5, κ=0.12026.04 | 56.6 | 66.3 | 59.5 | 74.7 | 58.2 | 78.6 | 59.3 | 73.8 | 58.4 | 61.8 | 59.8 | 68.2 | 58.6 | 70.6 | 63.5 | |
| ViDAseverity=5, κ=0.12026.04 | 56.1 | 71.6 | 55.5 | 69.2 | 55.9 | 74.2 | 55.7 | 69.1 | 56.4 | 66.6 | 56 | 73.9 | 55.9 | 70.8 | 62.1 | |
| STAMPseverity=5, κ=0.12026.04 | 51.2 | 71 | 51.1 | 71.3 | 51.4 | 82.9 | 51.4 | 74.8 | 51.5 | 59.7 | 51.2 | 69.2 | 51.3 | 71.5 | 59 | |
| CoTTAseverity=5, κ=0.12026.04 | 49.9 | 65.7 | 49.9 | 69.9 | 49.9 | 77.9 | 49.9 | 70.7 | 50 | 56.4 | 50 | 64.2 | 49.9 | 67.5 | 56.4 | |
| Sourceseverity=5, κ=0.12026.04 | 49.7 | 66.5 | 49.7 | 70.7 | 49.7 | 78.4 | 49.7 | 71.6 | 49.7 | 56.1 | 49.7 | 64.4 | 49.7 | 67.9 | 56.3 | |
| S-COMEseverity=5, κ=0.12026.04 | 42.4 | 65.8 | 54.3 | 74.4 | 54 | 75.7 | 55.3 | 76.6 | 55.4 | 58.5 | 57.1 | 67.4 | 53.1 | 69.7 | 58.9 | |
| Tentseverity=5, κ=0.12026.04 | 17.2 | 52 | 57.3 | 60 | 57.6 | 78.6 | 58 | 67.6 | 58.7 | 64.8 | 58.3 | 68.9 | 51.2 | 65.3 | 54.9 |