Continual Test-Time Adaptation on CIN-C iid
49.49Error (%)RMEMSAFE + ASR
Evaluation Results
| Method | Links | |
|---|---|---|
| RMEMSAFE + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 49.49 | |
| RMEMSAFE+ASR (ours)Evaluation Protocol=CINiid2026.05 | 49.49 | |
| ROID + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 50.37 | |
| ROID + ASREvaluation Protocol=CINiid2026.05 | 50.37 | |
| ROIDAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 51.29 | |
| ROIDEvaluation Protocol=CINiid2026.05 | 51.29 | |
| RMEMSAFE, no ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 51.54 | |
| RMEMSAFE, no ASREvaluation Protocol=CINiid2026.05 | 51.54 | |
| ROID + RDumbAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 51.86 | |
| ROID + RDumbEvaluation Protocol=CINiid2026.05 | 51.86 | |
| EATA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 52.6 | |
| EATA + ASREvaluation Protocol=CINiid2026.05 | 52.6 | |
| ETA + ASRAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 52.62 | |
| ETA + ASREvaluation Protocol=CINiid2026.05 | 52.62 | |
| SourceAdaptation Protocol (Long-horizon)=Long-horizon2026.05 | 81.85 | |
| SourceEvaluation Protocol=CINiid2026.05 | 81.85 |