Image Classification on MNIST-C (Corruption Error Rates)
52Brightness ErrorRC-HeCaP
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RC-HeCaP2026.02 | 52 | — | — | — | — | — | — | — | — | — | 70 | — | — | — | — | — | 34.1 | — | — | — | — | — | — | — | 36 | 53 | 46 | 28 | 5 | -15 | |
| NLIBAugmentation=random translation2023.03 | 86.9 | 7.13 | 67.9 | 62.5 | 57.9 | 2.15 | 4 | 7.06 | 3.28 | 81.8 | 88.7 | 30.1 | 8.97 | 31 | 41.8 | 36.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Cross-entropyAugmentation=random translation2023.03 | 88.7 | 4.69 | 69.6 | 60.3 | 46.5 | 1.41 | 2.97 | 4.8 | 2.45 | 76.6 | 88.7 | 27.3 | 5.64 | 27.3 | 44.1 | 34.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| sq-NLIBAugmentation=random translation2023.03 | 88.7 | 9.9 | 73.3 | 66.7 | 64.7 | 4.25 | 6.19 | 9.21 | 6.43 | 72.4 | 89.8 | 32.4 | 9.69 | 36.2 | 72.5 | 40.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DisenIBAugmentation=random translation2023.03 | 88.7 | 4.6 | 68.8 | 56.4 | 50.4 | 1.11 | 2.04 | 4.84 | 2.01 | 74.3 | 88.5 | 20.1 | 4.75 | 27.4 | 69 | 35.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AENIBAugmentation=random translation2023.03 | 89.7 | 3.71 | 48.8 | 44 | 27.1 | 0.99 | 3.15 | 4.82 | 0.88 | 82 | 89.7 | 16.4 | 4.14 | 33.9 | 25.9 | 29.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VIBAugmentation=random translation2023.03 | 90.1 | 4.52 | 73.5 | 73.8 | 71.8 | 1.73 | 2.84 | 5.85 | 2.15 | 78.1 | 89.8 | 28.4 | 5.85 | 28.5 | 44 | 37.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| sq-VIBAugmentation=random translation2023.03 | 90.5 | 4.32 | 71.5 | 63.5 | 62.3 | 1.62 | 2.7 | 5.74 | 2.43 | 80.3 | 90.3 | 24.8 | 5.91 | 32 | 43.4 | 36.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESN-Ridge2026.02 | 99 | — | — | — | — | — | — | — | — | — | 93 | — | — | — | — | — | 55 | — | — | — | — | — | — | — | 83 | 92 | 77 | 38 | 7 | -13 | |
| AlexNet2026.02 | 100 | — | — | — | — | — | — | — | — | — | 100 | — | — | — | — | — | 100 | — | — | — | — | — | — | — | 100 | 100 | 100 | 100 | 100 | 100 | |
| MLP2026.02 | 100 | — | — | — | — | — | — | — | — | — | 98 | — | — | — | — | — | 52.1 | — | — | — | — | — | — | — | 82 | 93 | 78 | 30 | 6 | 5 | |
| ResNet182026.02 | 100 | — | — | — | — | — | — | — | — | — | 108 | — | — | — | — | — | 99.9 | — | — | — | — | — | — | — | 78 | 95 | 116 | 93 | 118 | 127 | |
| AlexNetNetwork=AlexNet2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | — | — | — | — | — | — | |
| ESN-RidgeNetwork=ESN-Ridge2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55 | 44 | 14 | 44 | 58 | 60 | 81 | 41 | — | — | — | — | — | — | |
| MLPNetwork=MLP2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.1 | 41 | 10 | 29 | 56 | 57 | 72 | 20 | — | — | — | — | — | — | |
| RC-HeCaPNetwork=RC-HeCaP2026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.1 | 10 | 5 | 11 | 49 | 56 | 72 | 27 | — | — | — | — | — | — | |
| ResNet18Network=ResNet182026.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | 56 | 77 | 31 | 114 | 123 | 123 | 132 | — | — | — | — | — | — |