Online Continual Test-Time Adaptation on iNaturalist-C severity 5
62.5Accuracy (ACC)DOCO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DOCOsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 62.5 | 94 | |
| E-COMEsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 59.1 | 86.4 | |
| EATAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58.7 | 78.4 | |
| OSTTAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 58 | 76.2 | |
| DPCoresetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 57 | 93.3 | |
| SARsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 56 | 78.9 | |
| S-COMEsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 55.5 | 77.2 | |
| ViDAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 55.1 | 59.6 | |
| UniEntsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 52.2 | 82.6 | |
| STAMPsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 51.4 | 83 | |
| Sourcesetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 49.8 | 78.3 | |
| CoTTAsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 49.7 | 77.3 | |
| Tentsetting=OCTTA, OOD ratio (κ)=0.2, severity=52026.04 | 33.8 | 57.5 |