Classification on CIFAR-10-C (test)
11.2Error RateAugMix
Evaluation Results
| Method | Links | |
|---|---|---|
| AugMix2022.11 | 11.2 | |
| BP-TTAModel Architecture=RNXT29, Setting=PTTA2026.06 | 15.76 | |
| LAMEModel Architecture=RNXT29, Setting=PTTA2026.06 | 15.87 | |
| BP-TTAModel Architecture=WRN40, Setting=PTTA2026.06 | 15.87 | |
| LAMEModel Architecture=WRN40, Setting=PTTA2026.06 | 16.89 | |
| DA-TTAModel Architecture=WRN40, Setting=PTTA2026.06 | 17.05 | |
| SourceModel Architecture=RNXT29, Setting=PTTA2026.06 | 17.98 | |
| RoTTAModel Architecture=RNXT29, Setting=PTTA2026.06 | 18.09 | |
| SourceModel Architecture=WRN40, Setting=PTTA2026.06 | 18.27 | |
| Ours2022.11 | 18.5 | |
| RoTTAModel Architecture=WRN40, Setting=PTTA2026.06 | 19.35 | |
| BP-TTAModel Architecture=PARN18, Setting=PTTA2026.06 | 19.78 | |
| DA-TTAModel Architecture=RNXT29, Setting=PTTA2026.06 | 20.48 | |
| BP-TTAModel Architecture=WRN28, Setting=PTTA2026.06 | 21.8 | |
| Mixup2022.11 | 22.3 | |
| RoTTAModel Architecture=PARN18, Setting=PTTA2026.06 | 23.64 | |
| AutoAug2022.11 | 23.9 | |
| RoTTAModel Architecture=WRN28, Setting=PTTA2026.06 | 24.88 | |
| SourceModel Architecture=PARN18, Setting=PTTA2026.06 | 26.47 | |
| DA-TTAModel Architecture=WRN28, Setting=PTTA2026.06 | 26.59 | |
| Cutout2022.11 | 26.8 | |
| 40-2 WRNBackbone=Wide ResNet 40-22022.11 | 26.9 | |
| CutMix2022.11 | 27.1 | |
| LAMEModel Architecture=WRN28, Setting=PTTA2026.06 | 28.53 | |
| DA-TTAModel Architecture=PARN18, Setting=PTTA2026.06 | 42.08 | |
| SourceModel Architecture=WRN28, Setting=PTTA2026.06 | 43.52 | |
| EATAModel Architecture=PARN18, Setting=PTTA2026.06 | 67.85 | |
| SARModel Architecture=PARN18, Setting=PTTA2026.06 | 69.49 | |
| EATAModel Architecture=WRN40, Setting=PTTA2026.06 | 73.52 | |
| SARModel Architecture=WRN40, Setting=PTTA2026.06 | 74.34 | |
| EATAModel Architecture=RNXT29, Setting=PTTA2026.06 | 74.54 | |
| EATAModel Architecture=WRN28, Setting=PTTA2026.06 | 75.21 | |
| CoTTAModel Architecture=PARN18, Setting=PTTA2026.06 | 75.47 | |
| SARModel Architecture=WRN28, Setting=PTTA2026.06 | 75.83 | |
| SURGEONModel Architecture=PARN18, Setting=PTTA2026.06 | 76.34 | |
| CoTTAModel Architecture=WRN40, Setting=PTTA2026.06 | 76.53 | |
| CoTTAModel Architecture=RNXT29, Setting=PTTA2026.06 | 77.28 | |
| PALMModel Architecture=WRN28, Setting=PTTA2026.06 | 77.85 | |
| SARModel Architecture=RNXT29, Setting=PTTA2026.06 | 78.45 | |
| LAMEModel Architecture=PARN18, Setting=PTTA2026.06 | 79.1 | |
| CoTTAModel Architecture=WRN28, Setting=PTTA2026.06 | 81.14 | |
| SURGEONModel Architecture=WRN40, Setting=PTTA2026.06 | 81.8 | |
| TENTModel Architecture=PARN18, Setting=PTTA2026.06 | 82.11 | |
| SURGEONModel Architecture=WRN28, Setting=PTTA2026.06 | 82.18 | |
| TENTModel Architecture=WRN28, Setting=PTTA2026.06 | 84.35 | |
| TENTModel Architecture=WRN40, Setting=PTTA2026.06 | 85.91 | |
| PALMModel Architecture=PARN18, Setting=PTTA2026.06 | 86.14 | |
| SURGEONModel Architecture=RNXT29, Setting=PTTA2026.06 | 87.18 | |
| PALMModel Architecture=WRN40, Setting=PTTA2026.06 | 87.99 | |
| PALMModel Architecture=RNXT29, Setting=PTTA2026.06 | 88.66 | |
| TENTModel Architecture=RNXT29, Setting=PTTA2026.06 | 88.76 |