Continual Test-Time Adaptation on CIN-C (corr split)
49.92Error (%)RMEMSAFE + ASR
Evaluation Results
| Method | Links | |
|---|---|---|
| RMEMSAFE + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 49.92 | |
| RMEMSAFE+ASR (ours)Evaluation Protocol=CINcorr2026.05 | 49.92 | |
| ROID + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 50.72 | |
| ROID + ASREvaluation Protocol=CINcorr2026.05 | 50.72 | |
| ROIDAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 51.74 | |
| ROIDEvaluation Protocol=CINcorr2026.05 | 51.74 | |
| RMEMSAFE, no ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 51.92 | |
| RMEMSAFE, no ASREvaluation Protocol=CINcorr2026.05 | 51.92 | |
| ROID + RDumbAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 52.3 | |
| ROID + RDumbEvaluation Protocol=CINcorr2026.05 | 52.3 | |
| EATA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 53 | |
| EATA + ASREvaluation Protocol=CINcorr2026.05 | 53 | |
| ETA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 53.02 | |
| ETA + ASREvaluation Protocol=CINcorr2026.05 | 53.02 | |
| SourceAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 81.85 | |
| SourceEvaluation Protocol=CINcorr2026.05 | 81.85 |