Online Continual Test-Time Adaptation on ImageNet-to-ImageNet-C (severity 5 Average)
62AccuracyDOCO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DOCOsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 62 | 81 | 69.8 | |
| E-COMEsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58.6 | 76.1 | 65.6 | |
| EATAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58.5 | 70.1 | 63.3 | |
| DPCoresetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58.3 | 80.1 | 66.9 | |
| OSTTAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58.2 | 67.3 | 62 | |
| UniEntsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 57.7 | 75.5 | 64.7 | |
| SARsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 56.1 | 69.2 | 61.4 | |
| ViDAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 55.3 | 63.5 | 58.4 | |
| S-COMEsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 53.8 | 70.8 | 60 | |
| STAMPsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 51.5 | 71.7 | 59.2 | |
| CoTTAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 49.9 | 67 | 56.2 | |
| Sourcesetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 49.8 | 68.1 | 56.4 | |
| Tentsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 49.2 | 60.3 | 51.8 |