Online Continual Test-Time Adaptation on LAION-C κ = 0.5 (severity = 1)
66.9Places-L AccuracyDOCO
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DOCO2026.04 | 66.9 | 77.6 | 65.7 | 82.4 | 64.9 | 94.9 | 65.4 | 89.7 | 66.2 | 68.8 | 64.7 | 75.7 | 65.6 | 81.5 | 72.3 | |
| DPCoreVenue=ICML'252026.04 | 65.2 | 78.8 | 62.3 | 80.4 | 52.9 | 86.5 | 62.9 | 87.1 | 64.6 | 67.8 | 62.3 | 75.9 | 61.7 | 79.4 | 68.9 | |
| EATAVenue=ICML'222026.04 | 61.7 | 64.5 | 61.6 | 72.4 | 59.9 | 78.5 | 60.7 | 77 | 61.9 | 62.6 | 61.9 | 65.2 | 61.3 | 70 | 64.9 | |
| UniEntVenue=CVPR'242026.04 | 61.4 | 70.6 | 61.2 | 82.1 | 61 | 88.2 | 61.2 | 85 | 60.7 | 64 | 60.8 | 69.3 | 61 | 76.5 | 67.3 | |
| E-COMEVenue=ICLR'252026.04 | 60.5 | 73.3 | 48.7 | 72.2 | 59.9 | 86.5 | 61 | 81.4 | 60.9 | 59.6 | 59.9 | 70.1 | 58.5 | 73.8 | 64.2 | |
| OSTTAVenue=ICCV'232026.04 | 56.8 | 58.1 | 54.6 | 55.1 | 52.2 | 60.5 | 54.5 | 60.2 | 57.9 | 63.1 | 57.2 | 64.1 | 55.5 | 60.2 | 57 | |
| Source2026.04 | 51.4 | 63.8 | 51.4 | 68.9 | 51.4 | 77.7 | 51.4 | 72.6 | 51.4 | 60.8 | 51.4 | 66.5 | 51.4 | 68.4 | 57.2 | |
| CoTTAVenue=CVPR'222026.04 | 51.3 | 61.6 | 51.3 | 65 | 51.3 | 72.4 | 51.2 | 68.8 | 51.3 | 60.8 | 50.4 | 64.1 | 51.1 | 65.4 | 55.9 | |
| STAMPVenue=ECCV'242026.04 | 51.3 | 68 | 51.2 | 67.7 | 51.2 | 75.1 | 51.3 | 70.9 | 51.2 | 62.2 | 51.2 | 67.8 | 51.2 | 68.6 | 57.7 | |
| ViDAVenue=ICLR'242026.04 | 30.8 | 46.8 | 33.6 | 45 | 29.1 | 37.4 | 29.5 | 42.1 | 35 | 62.2 | 29.7 | 55.3 | 31.3 | 48.1 | 34.2 | |
| SARVenue=ICLR'232026.04 | 29.1 | 52.2 | 39.6 | 56.3 | 31.6 | 57.5 | 32.4 | 58 | 52.2 | 61.8 | 51.5 | 66.7 | 39.4 | 58.7 | 44.4 | |
| TentVenue=ICLR'212026.04 | 2.5 | 47.9 | 2.8 | 50.9 | 1.6 | 39.6 | 1.7 | 54.1 | 2.5 | 53.8 | 2.1 | 51.9 | 2.2 | 49.7 | 3.5 | |
| S-COMEVenue=ICLR'252026.04 | 1.8 | 46.3 | 12.4 | 53.9 | 16.2 | 53.2 | 1.5 | 55.1 | 59.6 | 57 | 48.1 | 61.9 | 23.3 | 54.6 | 25.1 |