Image Classification on CIFAR-100-C (Severity 5)
31.9mCEResiTTA + MCM
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ResiTTA + MCMMCM integration=true2026.03 | 31.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ResiTTAVenue=ICASSP’252026.03 | 32.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PeTTA + MCMMCM integration=true2026.03 | 33.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RoTTA + MCMMCM integration=true2026.03 | 33.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TRIBEVenue=AAAI’242026.03 | 33.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RoTTAVenue=CVPR’232026.03 | 35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PeTTAVenue=NeurIPS’242026.03 | 35.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RDumbVenue=NeurIPS’232026.03 | 36.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAMEVenue=CVPR’222026.03 | 40.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NEOVenue=ICLR’26, re-implementation=true2026.03 | 43.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceVenue=-2026.03 | 46.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CoTTAVenue=CVPR’222026.03 | 52.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BNVenue=CoRR’202026.03 | 52.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TEABackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 56.18 | 65.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 59.37 | 62.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TENTBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 59.42 | 63.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BNBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 63.54 | 60.06 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATABackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 63.75 | 60.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ETABackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 64.52 | 59.82 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SHOTBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 68.01 | 56.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 72.12 | 53.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NOTEVenue=NeurIPS’222026.03 | 73.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ROIDVenue=WACV’242026.03 | 76.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PLVenue=ICML’132026.03 | 88.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TENTVenue=ICLR’212026.03 | 92.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceBackbone=WRN-28-10, Normalization=BatchNorm2023.11 | 100 | 35.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BN AdaptBackbone=ResNet50, Severity=5, Venue=NIPS’202025.06 | — | — | 32.13 | 32.92 | 28.77 | 59.37 | 34.97 | 56.05 | 59.35 | 46.87 | 46.29 | 49.44 | 62.46 | 58.11 | 46.09 | 47.99 | 40.6 | 46.76 | |
| CLIPBackbone=ResNet50, Severity=5, Venue=ICML’212025.06 | — | — | 36.14 | 38.31 | 43.25 | 43 | 24.27 | 45.95 | 49.14 | 54.44 | 57.12 | 39.57 | 65.74 | 38 | 37.49 | 46.45 | 42.26 | 44.08 | |
| CMAEVenue=CVPR’242026.05 | — | — | 48.6 | 30.7 | 18.5 | 21.3 | 38.4 | 22.2 | 17.5 | 19.3 | 18 | 24.8 | 13.1 | 27.8 | 31.4 | 35.5 | 29.5 | 26.4 | |
| CoDiReBackbone=ResNet50, Severity=52025.06 | — | — | 51.7 | 58.43 | 57.45 | 66.69 | 47.08 | 66.37 | 70.56 | 66.22 | 68.37 | 61.79 | 76.91 | 64.91 | 57.93 | 65.11 | 59.68 | 62.61 | |
| CoTTABackbone=ResNet50, Severity=5, Venue=CVPR’222025.06 | — | — | 31.45 | 31.2 | 27.65 | 58.68 | 33.53 | 55.36 | 58.36 | 45.61 | 44.69 | 46.45 | 61.7 | 57.88 | 44.33 | 44.89 | 38.62 | 45.36 | |
| CoTTAVenue=CVPR’222026.05 | — | — | 55 | 51.3 | 25.8 | 24.1 | 59.2 | 28.9 | 21.4 | 21 | 24.7 | 34.9 | 11.7 | 31.7 | 40.4 | 55.7 | 35.6 | 34.8 | |
| DeYOBackbone=ResNet50, Severity=5, Venue=ICLR’242025.06 | — | — | 37.07 | 45.81 | 39.81 | 58.39 | 42.8 | 56.43 | 60.03 | 50.95 | 51.82 | 51.97 | 61.09 | 55.36 | 50.82 | 54.86 | 49.51 | 51.11 | |
| DPCoreVenue=ICML’252026.05 | — | — | 48.2 | 40.2 | 21.3 | 20.2 | 44.1 | 21.1 | 16.2 | 18.1 | 15.2 | 22.3 | 9.4 | 13.2 | 28.6 | 32.8 | 25.5 | 25.1 | |
| EATABackbone=ResNet50, Severity=5, Venue=ICML’222025.06 | — | — | 34.62 | 40.29 | 36.22 | 58.7 | 41.26 | 56.63 | 60.51 | 51.09 | 51.97 | 51.99 | 63.1 | 56.48 | 51.44 | 55.75 | 50.49 | 50.7 | |
| MEMOBackbone=ResNet50, Severity=5, Venue=NIPS’222025.06 | — | — | 14.71 | 17.19 | 14.01 | 42.71 | 23.79 | 46.89 | 47.37 | 46.68 | 38.83 | 36.77 | 64.67 | 27.3 | 45.29 | 27.96 | 43.59 | 35.85 | |
| NOTEBackbone=ResNet50, Severity=5, Venue=NIPS’222025.06 | — | — | 23.57 | 35.33 | 25.67 | 16.4 | 28.11 | 38.28 | 53.01 | 36.64 | 47.34 | 36.72 | 57.57 | 38.9 | 34.1 | 25.18 | 34.9 | 35.45 | |
| OursVenue=Proposed2026.05 | — | — | 35.2 | 29.8 | 19.4 | 19.1 | 36 | 19.5 | 17.2 | 15.8 | 16.7 | 18.6 | 11.6 | 13 | 27.6 | 25 | 27.9 | 22.2 | |
| PAIDVenue=NeurIPS’252026.05 | — | — | 40.7 | 31.9 | 20.4 | 19.8 | 35.9 | 23 | 16.3 | 20.5 | 18.2 | 25.3 | 12.6 | 19.8 | 29.4 | 28.2 | 31.3 | 24.9 | |
| RoTTABackbone=ResNet50, Severity=5, Venue=CVPR’232025.06 | — | — | 27.09 | 26.39 | 25.46 | 49.02 | 27.59 | 47.82 | 52.86 | 39.05 | 33.46 | 40.71 | 56.34 | 36.37 | 41.8 | 40.11 | 38.2 | 38.82 | |
| SANTABackbone=ResNet50, Severity=5, Venue=TMLR’232025.06 | — | — | 33.6 | 37.42 | 33.6 | 60.39 | 39.17 | 57.04 | 60.43 | 50.29 | 50.4 | 51.61 | 64.27 | 56.87 | 49.85 | 53.12 | 47.61 | 49.71 | |
| SARBackbone=ResNet50, Severity=5, Venue=ICLR’232025.06 | — | — | 33.64 | 37.25 | 33.33 | 59.05 | 38.27 | 56.15 | 59.34 | 48.98 | 49.04 | 50.65 | 62.21 | 55.52 | 49.28 | 52.59 | 46.67 | 48.8 | |
| SourceBackbone=ResNet50, Severity=52025.06 | — | — | 10.06 | 11.67 | 6.67 | 31.87 | 17.52 | 37.58 | 36.61 | 39.01 | 27.27 | 29.71 | 60.98 | 16.87 | 41.92 | 19.26 | 41.79 | 28.59 | |
| SourceVenue=ICLR’212026.05 | — | — | 55 | 51.5 | 26.9 | 24 | 60.5 | 29 | 21.4 | 21.1 | 25 | 35.2 | 11.8 | 34.8 | 43.2 | 56 | 35.9 | 35.4 | |
| TentBackbone=ResNet50, Severity=5, Venue=ICLR’212025.06 | — | — | 33.39 | 36.81 | 33.45 | 60.64 | 39.64 | 58.25 | 61.97 | 51.05 | 51.44 | 52.87 | 64.66 | 57.47 | 51.4 | 55.19 | 48.78 | 50.47 | |
| TENTVenue=ICLR’212026.05 | — | — | 53 | 47 | 24.6 | 22.3 | 58.5 | 26.5 | 19 | 21 | 23 | 30.1 | 11.8 | 25.2 | 39 | 47.1 | 33.3 | 32.1 | |
| VDPVenue=AAAI’232026.05 | — | — | 54.8 | 51.2 | 25.6 | 24.2 | 59.1 | 28.8 | 21.2 | 20.5 | 23.3 | 33.8 | 7.5 | 11.7 | 32 | 51.7 | 35.2 | 32 | |
| ViDABackbone=ResNet50, Severity=5, Venue=ICLR’242025.06 | — | — | 32.25 | 33.38 | 29.7 | 59.64 | 36.06 | 57.14 | 60.28 | 47.74 | 47.49 | 50.84 | 63.3 | 58.93 | 48.18 | 50.44 | 43.98 | 47.96 | |
| ViDAVenue=ICLR’242026.05 | — | — | 50.1 | 40.7 | 22 | 21.2 | 45.2 | 21.6 | 16.5 | 17.9 | 16.6 | 25.6 | 11.5 | 29 | 29.6 | 34.7 | 27.1 | 27.3 |