Image Classification on CIFAR-10 (test) (Common Corruption Robustness)
96.05AccuracyFully Supervised Baseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fully Supervised BaselineSupervision=Fully Supervised2026.03 | 96.05 | — | — | — | |
| LLP-DCBag Size=162026.03 | 95.97 | — | — | — | |
| LLP-DCBag Size=322026.03 | 95.9 | — | — | — | |
| LLP-DCBag Size=642026.03 | 95.46 | — | — | — | |
| SoftMatchBag Size=322026.03 | 95.25 | — | — | — | |
| SoftMatchBag Size=162026.03 | 95.24 | — | — | — | |
| L2P-AHILBag Size=322026.03 | 95 | — | — | — | |
| L2P-AHILBag Size=162026.03 | 94.96 | — | — | — | |
| ROTBag Size=162026.03 | 94.86 | — | — | — | |
| L2P-AHILBag Size=642026.03 | 94.58 | — | — | — | |
| LLP-DCBag Size=1282026.03 | 94.47 | — | — | — | |
| ROTBag Size=322026.03 | 94.34 | — | — | — | |
| SoftMatchBag Size=642026.03 | 94.23 | — | — | — | |
| ROTBag Size=642026.03 | 93.97 | — | — | — | |
| SoftMatchBag Size=1282026.03 | 93.87 | — | — | — | |
| L2P-AHILBag Size=1282026.03 | 93.64 | — | — | — | |
| FLMmBag Size=162026.03 | 92.34 | — | — | — | |
| ROTBag Size=1282026.03 | 92.23 | — | — | — | |
| FLMmBag Size=322026.03 | 92 | — | — | — | |
| LLP-VATBag Size=162026.03 | 91.8 | — | — | — | |
| FLMmBag Size=642026.03 | 91.74 | — | — | — | |
| DLLPBag Size=162026.03 | 91.59 | — | — | — | |
| FLMmBag Size=1282026.03 | 91.54 | — | — | — | |
| LLP-VATBag Size=322026.03 | 89.11 | — | — | — | |
| DLLPBag Size=322026.03 | 88.61 | — | — | — | |
| DLLPBag Size=642026.03 | 79.76 | — | — | — | |
| LLP-VATBag Size=642026.03 | 78.75 | — | — | — | |
| DLLPBag Size=1282026.03 | 64.95 | — | — | — | |
| LLP-VATBag Size=1282026.03 | 63.89 | — | — | — | |
| AugMixBackbone=ResNet-18, JSD Consistency Loss=true2021.12 | — | 95.2 | 88.6 | 11.4 | |
| PRIMEBackbone=ResNet-18, JSD Consistency Loss=true2021.12 | — | 94.2 | 89.8 | 10.2 | |
| StandardBackbone=ResNet-182021.12 | — | 95 | 74 | 24 |