Online Continual Test-Time Adaptation on ImageNet-to-ImageNet-C severity=5, κ=0.3 (test)
61.4Accuracy (Places-C)DOCO
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DOCOsetting=OCTTA, severity=5, κ=0.32026.04 | 61.4 | 79 | 61.6 | 83.4 | 61.6 | 94.3 | 61.5 | 89.5 | 62.1 | 64.4 | 61.4 | 75.3 | 61.6 | 81 | 69.5 | |
| E-COMEsetting=OCTTA, severity=5, κ=0.32026.04 | 58.9 | 76.5 | 57.3 | 78.1 | 54.5 | 82.2 | 58 | 82.6 | 58.1 | 59 | 58.4 | 72.1 | 57.5 | 75.1 | 64.5 | |
| OSTTAsetting=OCTTA, severity=5, κ=0.32026.04 | 58.1 | 63.2 | 57.1 | 59.8 | 56.6 | 74.3 | 57.7 | 65 | 58.8 | 63.9 | 58.4 | 68 | 57.8 | 65.7 | 61.1 | |
| DPCoresetting=OCTTA, severity=5, κ=0.32026.04 | 57.5 | 76.1 | 55.1 | 80.5 | 57 | 89.2 | 57.3 | 86.4 | 58 | 63.5 | 55.8 | 75.1 | 56.8 | 78.5 | 65.4 | |
| UniEntsetting=OCTTA, severity=5, κ=0.32026.04 | 56.1 | 73.2 | 59 | 82.8 | 59.8 | 89.8 | 57.1 | 81.2 | 56.6 | 58.7 | 58.1 | 71.8 | 57.8 | 76.2 | 65.1 | |
| EATAsetting=OCTTA, severity=5, κ=0.32026.04 | 56 | 66.2 | 56.6 | 72.2 | 55.4 | 76.7 | 54.8 | 72.8 | 58.1 | 60.8 | 58.6 | 67.4 | 56.6 | 69.4 | 61.2 | |
| ViDAsetting=OCTTA, severity=5, κ=0.32026.04 | 55.1 | 66.7 | 54 | 48.7 | 54.6 | 50 | 53.9 | 46.7 | 56.1 | 64.5 | 55.1 | 69.2 | 54.8 | 57.6 | 55 | |
| SARsetting=OCTTA, severity=5, κ=0.32026.04 | 54.8 | 66.1 | 50 | 63.6 | 54.2 | 78.7 | 52.8 | 61.5 | 57.3 | 62.2 | 54.7 | 68.9 | 54 | 66.8 | 58.7 | |
| STAMPsetting=OCTTA, severity=5, κ=0.32026.04 | 51.1 | 71.8 | 51 | 72.7 | 51.5 | 83.9 | 51.2 | 75.6 | 51.7 | 60 | 51.4 | 70 | 51.3 | 72.3 | 59.2 | |
| Sourcesetting=OCTTA, severity=5, κ=0.32026.04 | 49.8 | 67 | 49.8 | 71.1 | 49.8 | 78.7 | 49.8 | 71.7 | 49.8 | 56 | 49.8 | 64.5 | 49.8 | 68.2 | 56.4 | |
| CoTTAsetting=OCTTA, severity=5, κ=0.32026.04 | 49.8 | 65.2 | 49.7 | 68.3 | 49.8 | 77.5 | 50 | 69.1 | 50.1 | 55.9 | 49.6 | 63.5 | 49.8 | 66.6 | 55.9 | |
| S-COMEsetting=OCTTA, severity=5, κ=0.32026.04 | 29.9 | 57.1 | 55.4 | 75.5 | 54.2 | 75.1 | 55 | 76.3 | 53.4 | 56.4 | 53.7 | 66.1 | 50.2 | 67.7 | 56.1 | |
| Tentsetting=OCTTA, severity=5, κ=0.32026.04 | 18.2 | 53.5 | 11.3 | 46.4 | 34.3 | 58.1 | 41.6 | 46.6 | 17.7 | 54.4 | 56.9 | 67.6 | 30 | 54.4 | 31.9 |