Online Continual Test-Time Adaptation on ImageNet-to-ImageNet OOD Suite (test)
62.4ACC (Places-C)DOCO
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DOCOOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 62.4 | 80.1 | 62.1 | 84.6 | 61.3 | 95.5 | 60.5 | 90.8 | 61.9 | 65.2 | 62.1 | 75.8 | 61.7 | 82 | 69.9 | |
| OSTTAOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 58 | 62.1 | 56.7 | 57.7 | 54.9 | 71.3 | 57.1 | 62.6 | 58.8 | 63.8 | 58.2 | 67.5 | 57.3 | 64.2 | 60.2 | |
| UniEntOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 57.6 | 72.7 | 56.6 | 81.1 | 56.3 | 88.2 | 55.9 | 82.7 | 58.9 | 62.2 | 55.3 | 71 | 56.7 | 76.3 | 64.1 | |
| DPCoreOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 56.9 | 77.3 | 58.7 | 82.5 | 50.6 | 86.5 | 54.9 | 83.5 | 60 | 64.6 | 56.5 | 75.6 | 56.2 | 78.3 | 64.9 | |
| EATAOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 55.8 | 65.6 | 52.8 | 69.5 | 54.8 | 75.5 | 54.6 | 72.1 | 56.3 | 58.1 | 55.8 | 66 | 55 | 67.8 | 59.6 | |
| S-COMEOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 54.9 | 71.6 | 53.1 | 73.5 | 53.9 | 76.2 | 36.7 | 64.5 | 49.7 | 56.3 | 53.2 | 65.7 | 50.2 | 68 | 56.4 | |
| E-COMEOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 54.8 | 74.6 | 56.9 | 78 | 59.2 | 86.2 | 34.4 | 70.3 | 59.1 | 59.1 | 56.4 | 70.7 | 53.5 | 73.1 | 59.9 | |
| SAROCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 54.6 | 64.8 | 44.8 | 59 | 53.5 | 70.3 | 52.8 | 63.2 | 57 | 61.8 | 54.4 | 68.1 | 52.8 | 64.5 | 57.2 | |
| ViDAOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 54 | 63.2 | 52.9 | 40.4 | 53.9 | 42.5 | 52.7 | 38.7 | 55.8 | 63.6 | 54 | 66.5 | 53.9 | 52.5 | 51.6 | |
| STAMPOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 52 | 72.5 | 51.9 | 75 | 51.8 | 85.4 | 51.9 | 77.3 | 51.9 | 60.7 | 52 | 71.1 | 51.9 | 73.7 | 60.1 | |
| SourceOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 49.8 | 66.9 | 49.8 | 70.9 | 49.8 | 78.6 | 49.8 | 71.7 | 49.8 | 56.2 | 49.8 | 64.3 | 49.8 | 68.1 | 56.4 | |
| CoTTAOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 49.8 | 64.2 | 49.4 | 67.3 | 49.8 | 76.6 | 49.9 | 67.8 | 50.1 | 55.9 | 49.6 | 62.8 | 49.8 | 65.8 | 55.6 | |
| TentOCTTA setting=true, severity=5, kappa (κ)=0.42026.04 | 26.1 | 51.8 | 6 | 53.1 | 14.3 | 47.2 | 17.2 | 41.7 | 58.2 | 64.3 | 52.4 | 64.8 | 29 | 53.8 | 31.3 |