Continual Test-time Adaptation on ImageNet-C (Long-term Adaptation)
60.69Average AccuracyCoDiRe
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CoDiReVenue=-2025.06 | 60.69 | — | — | — | — | — | |
| Tent w. NEVenue=-2025.06 | 56.58 | — | — | — | — | — | |
| Distil. CLIPVenue=-2025.06 | 48.29 | — | — | — | — | — | |
| Naive EnsembleVenue=-2025.06 | 47.95 | — | — | — | — | — | |
| BN Adapt w. NEVenue=-2025.06 | 47.95 | — | — | — | — | — | |
| BoostAdapterVenue=NIPS’ 242025.06 | 38.14 | — | — | — | — | — | |
| TDAVenue=CVPR’ 242025.06 | 37.55 | — | — | — | — | — | |
| TPTVenue=NIPS’ 222025.06 | 36.24 | — | — | — | — | — | |
| CLIPVenue=ICML’ 212025.06 | 35.89 | — | — | — | — | — | |
| ZEROVenue=NIPS’ 242025.06 | 17.43 | — | — | — | — | — | |
| FOABackbone=ViT-B2026.03 | — | 65 | 65.6 | 66.1 | 66.2 | 66.4 | |
| NoAdaptBackbone=ViT-B2026.03 | — | 55.5 | 55.5 | 55.5 | 55.5 | 55.5 | |
| PACEBackbone=ViT-B2026.03 | — | 67 | 67.9 | 67.8 | 68.1 | 67.8 | |
| T3ABackbone=ViT-B2026.03 | — | 55.4 | 55.9 | 55.2 | 55 | 54.6 | |
| ZOABackbone=ViT-B2026.03 | — | 61.5 | 63 | 63.2 | 63.9 | 64 | |
| ZOABackbone=ViT-B, Forward passes (fp)=282026.03 | — | 66.3 | 67.4 | 67.3 | 67.8 | 68 |