Image Classification on CIFAR100-C (test)
68.86Robustness AccuracyAugMax-DuBIN
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AugMax-DuBINModel=ResNeXt292021.10 | 68.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMax-DuBINModel=WRN40-22021.10 | 66.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMax-DuBINModel=ResNet182021.10 | 65.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AugMixModel=ResNeXt292021.10 | 65.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAMP + Hi-VecBackbone=ResNet-182025.08 | 65.1 | 57.9 | 60.2 | 53.5 | 70.2 | 61.9 | — | 71.4 | 63.9 | 64.3 | 65.4 | 72.6 | 70.4 | 66.9 | 69.7 | 59.3 | — | 68.9 | |
| AugMixModel=WRN40-22021.10 | 64.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STAMPBackbone=ResNet-182025.08 | 64.4 | 57.2 | 58.5 | 52.8 | 69.9 | 61.4 | — | 70.1 | 63.3 | 63.9 | 64.8 | 72.2 | 69.9 | 66.5 | 69.2 | 59 | — | 68.1 | |
| AugMixModel=ResNet182021.10 | 62.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAR + Hi-VecBackbone=ResNet-182025.08 | 62.3 | 55.7 | 55.3 | 51.8 | 69.2 | 58.5 | — | 67.9 | 61.5 | 61.7 | 62.5 | 70.5 | 66.2 | 63.9 | 66.7 | 57.4 | — | 66.7 | |
| MA-SOCategory=MA, FO Grad.=true, Model Mod.=true2023.10 | 62.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARBackbone=ResNet-182025.08 | 61.7 | 55.1 | 55 | 51.2 | 68.4 | 58.2 | — | 67.4 | 60.3 | 60.8 | 61.9 | 69.8 | 65.5 | 63.6 | 66.2 | 56.8 | — | 66 | |
| SODA-RCategory=DA, FO Grad.=true, Model Mod.=false2023.10 | 60.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ZOTTABackbone=ResNet50-GN, Type=BP-free2026.03 | 60.3 | 43.5 | 44 | 22.8 | 72.9 | 42 | 69.3 | 76 | 69.1 | 67.2 | 63.3 | 80.3 | 76.2 | 56.4 | 68.7 | 53.3 | — | — | |
| EATABackbone=ResNet50-GN, Type=BP-based2026.03 | 60.2 | 41.1 | 42.2 | 22.3 | 72.3 | 41.8 | 69.1 | 77.1 | 69.8 | 68 | 66.8 | 79.9 | 74.7 | 56.8 | 67.9 | 53.5 | — | — | |
| Tent + Hi-VecBackbone=ResNet-182025.08 | 60.2 | 52.9 | 53.4 | 47.9 | 67.8 | 56.7 | — | 65.7 | 58.4 | 58.9 | 61.9 | 68.3 | 62.7 | 62.4 | 63.5 | 54.9 | — | 64.9 | |
| SoTTABackbone=ResNet-182025.08 | 60.1 | 51.6 | 53.8 | 47.4 | 66.9 | 56.9 | — | 68.1 | 58.9 | 60.1 | 60.1 | 69.4 | 63.1 | 62.3 | 62.8 | 54.8 | — | 65.3 | |
| EATABackbone=ResNet-182025.08 | 59.8 | 50.7 | 53.5 | 48.1 | 67 | 55.6 | — | 67 | 59.1 | 59.2 | 60.4 | 67.7 | 63.9 | 61.8 | 63.3 | 54.6 | — | 64.8 | |
| TentBackbone=ResNet-182025.08 | 59.4 | 52.3 | 52.1 | 47.7 | 66.9 | 56.1 | — | 65.3 | 58.3 | 58.7 | 60 | 67.8 | 62.1 | 61.8 | 63 | 54.5 | — | 64.3 | |
| CoTTABackbone=ResNet-182025.08 | 54.8 | 47 | 47.8 | 45.1 | 59.6 | 54 | — | 61.3 | 53.3 | 55 | 52.9 | 62.6 | 50.3 | 58.1 | 61.8 | 53.1 | — | 59.5 | |
| OWTTTBackbone=ResNet-182025.08 | 54.6 | 41.6 | 42.8 | 38.8 | 63.4 | 52.6 | — | 64.8 | 53.3 | 54.8 | 54.5 | 65.8 | 58.4 | 60.1 | 57.6 | 49.3 | — | 61.6 | |
| BN StatsBackbone=ResNet-182025.08 | 53.7 | 41.1 | 41.3 | 38.9 | 63.1 | 51.5 | — | 63.8 | 51.2 | 53.5 | 53.2 | 64.4 | 59 | 58.4 | 58 | 47.6 | — | 60.8 | |
| SharpBalanceBackbone=WRN-40-22024.07 | 52.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SODACategory=DA, FO Grad.=false, Model Mod.=false2023.10 | 52.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeYOBackbone=ResNet50-GN, Type=BP-based2026.03 | 52.4 | 11.9 | 12.5 | 3.6 | 73 | 9.1 | 69.5 | 77.3 | 70.5 | 66.9 | 65.9 | 80.3 | 75.8 | 55.3 | 62.5 | 52.1 | — | — | |
| EoABackbone=WRN-40-22024.07 | 51.45 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAM +Backbone=WRN-40-2, rho values=0.05, 0.1, 0.22024.07 | 51.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SARBackbone=ResNet50-GN, Type=BP-based2026.03 | 49.2 | 16.2 | 18.2 | 7.1 | 69 | 19.5 | 63.8 | 73.7 | 68.1 | 60.9 | 59.8 | 79.2 | 68.9 | 50.6 | 33 | 50.5 | — | — | |
| TENTBackbone=ResNet50-GN, Type=BP-based2026.03 | 49.1 | 14.3 | 16.6 | 5.7 | 69.5 | 19.1 | 64.1 | 73.7 | 68.6 | 61.3 | 60.1 | 79.3 | 69.4 | 50.7 | 33.1 | 50.7 | — | — | |
| NoAdaptBackbone=ResNet50-GN, Type=N/A2026.03 | 49 | 17.8 | 19.9 | 7.2 | 68 | 20.4 | 63 | 73.2 | 67.8 | 60.3 | 58.3 | 79.1 | 67.7 | 49.6 | 32.2 | 50.4 | — | — | |
| NormalModel=ResNet182021.10 | 48.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| T3ABackbone=ResNet50-GN, Type=BP-free2026.03 | 48.3 | 19.1 | 21.7 | 6.8 | 66.6 | 22.8 | 61.9 | 71.5 | 64.7 | 57.1 | 52.3 | 77.2 | 66.3 | 50.7 | 36.5 | 49.2 | — | — | |
| NormalModel=ResNeXt292021.10 | 47.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RoTTABackbone=ResNet-182025.08 | 47.7 | 35.9 | 36.6 | 33.8 | 60.6 | 47.1 | — | 60.8 | 48 | 42.2 | 50.8 | 59.2 | 32.1 | 53.8 | 52.3 | 44.4 | — | 57.7 | |
| NormalModel=WRN40-22021.10 | 46.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LAMEBackbone=ResNet50-GN, Type=BP-free2026.03 | 46.6 | 15.8 | 18.1 | 6.5 | 67 | 18 | 60.9 | 71.7 | 65.1 | 56.1 | 50.4 | 78.8 | 65.6 | 46.6 | 29.4 | 49.1 | — | — | |
| DA-PLCategory=DA, FO Grad.=false, Model Mod.=false2023.10 | 41.44 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeployedFO Grad.=false, Model Mod.=false2023.10 | 41.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DINECategory=Distill., FO Grad.=true, Model Mod.=false2023.10 | 40.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BETACategory=Distill., FO Grad.=true, Model Mod.=false2023.10 | 39.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DA-DirectCategory=DA, FO Grad.=false, Model Mod.=false2023.10 | 37.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SourceBackbone=ResNet-182025.08 | 35.8 | 12.4 | 14.5 | 7.2 | 36 | 44.7 | — | 45.2 | 49.5 | 41.6 | 36.9 | 63.3 | 13.2 | 57.5 | 23.8 | 46.6 | — | 45.1 | |
| SourceREF=ICLR20212023.12 | 35.4 | 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 | 0 | — | |
| COTTAREF=CVPR20222023.12 | 34.8 | 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 | 0.6 | — | |
| Pseudo-labelREF=ICML20132023.12 | 33.2 | 53.8 | 48.9 | 25.4 | 23 | 58.7 | 27.3 | 19.6 | 20.6 | 23.4 | 31.3 | 11.8 | 28.4 | 39.6 | 52.3 | 33.9 | 2.2 | — | |
| TENT-continualREF=ICLR20212023.12 | 32.1 | 53 | 47 | 24.6 | 22.3 | 58.5 | 26.5 | 19 | 21 | 23 | 30.1 | 11.8 | 25.2 | 39 | 47.1 | 33.3 | 3.3 | — | |
| VDPREF=AAAI20232023.12 | 32 | 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 | 3.4 | — | |
| DA-ZOO-InputCategory=DA, FO Grad.=false, Model Mod.=false2023.10 | 31.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VIDAREF=ICLR20242023.12 | 27.3 | 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 | 8.1 | — | |
| ADMAREF=Proposed2023.12 | 26.4 | 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 | 9 | — | |
| FOABackbone=ResNet50-GN, Type=BP-free2026.03 | 7 | 3.8 | 3.8 | 2 | 54.6 | 1.4 | 3 | 4.1 | 5.1 | 4.5 | 1.9 | 7.3 | 1.1 | 2.5 | 4.1 | 5.7 | — | — | |
| DA-PGDCategory=DA, FO Grad.=false, Model Mod.=false2023.10 | 4.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |