Classification on CIFAR-10N
94Accuracytrue-base
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| true-baseEpoch Selection=Last Epoch2024.05 | 94 | — | — | — | — | — | |
| true-baseEpoch Selection=Best Epoch2024.05 | 93.5 | — | — | — | — | — | |
| annot-mixEpoch Selection=Best Epoch2024.05 | 83.2 | — | — | — | — | — | |
| mv-mixupEpoch Selection=Best Epoch2024.05 | 82.8 | — | — | — | — | — | |
| ds-mixupEpoch Selection=Best Epoch2024.05 | 82.8 | — | — | — | — | — | |
| annot-mixEpoch Selection=Last Epoch2024.05 | 82.4 | — | — | — | — | — | |
| union-netEpoch Selection=Best Epoch2024.05 | 82 | — | — | — | — | — | |
| crowd-layerEpoch Selection=Best Epoch2024.05 | 81.9 | — | — | — | — | — | |
| geo-reg-fEpoch Selection=Best Epoch2024.05 | 81.9 | — | — | — | — | — | |
| geo-reg-wEpoch Selection=Best Epoch2024.05 | 81.5 | — | — | — | — | — | |
| union-netEpoch Selection=Last Epoch2024.05 | 81.4 | — | — | — | — | — | |
| mv-mixupEpoch Selection=Last Epoch2024.05 | 81.3 | — | — | — | — | — | |
| ds-mixupEpoch Selection=Last Epoch2024.05 | 81.3 | — | — | — | — | — | |
| geo-reg-fEpoch Selection=Last Epoch2024.05 | 80.5 | — | — | — | — | — | |
| crowd-arEpoch Selection=Last Epoch2024.05 | 80.5 | — | — | — | — | — | |
| madlEpoch Selection=Best Epoch2024.05 | 80.5 | — | — | — | — | — | |
| crowd-arEpoch Selection=Best Epoch2024.05 | 80.4 | — | — | — | — | — | |
| conalEpoch Selection=Best Epoch2024.05 | 79.9 | — | — | — | — | — | |
| geo-reg-wEpoch Selection=Last Epoch2024.05 | 79.8 | — | — | — | — | — | |
| trace-regEpoch Selection=Best Epoch2024.05 | 79.2 | — | — | — | — | — | |
| mv-baseEpoch Selection=Best Epoch2024.05 | 79.1 | — | — | — | — | — | |
| crowd-layerEpoch Selection=Last Epoch2024.05 | 77.9 | — | — | — | — | — | |
| conalEpoch Selection=Last Epoch2024.05 | 77.9 | — | — | — | — | — | |
| madlEpoch Selection=Last Epoch2024.05 | 76.9 | — | — | — | — | — | |
| trace-regEpoch Selection=Last Epoch2024.05 | 65.1 | — | — | — | — | — | |
| mv-baseEpoch Selection=Last Epoch2024.05 | 63.8 | — | — | — | — | — | |
| (ELR+)+VIBCategory=Denoise + IB2025.12 | — | 92.65 | 92.09 | 92.01 | 91.93 | 86.68 | |
| DT-JSCCCategory=Improved IB2025.12 | — | 85.46 | 81.85 | 81.14 | 81.03 | 69.73 | |
| JoCoR+VIBCategory=Denoise + IB2025.12 | — | 86.39 | 86.45 | 86.53 | 86.6 | 81.65 | |
| LaT-IBCategory=Ours2025.12 | — | 94.17 | 93.25 | 93.19 | 93.03 | 87.95 | |
| NIBCategory=Classic IB2025.12 | — | 85.21 | 84.03 | 81.98 | 82.39 | 73.51 | |
| Promix+VIBCategory=Denoise + IB2025.12 | — | 92.35 | 92.59 | 92.42 | 92.54 | 91.24 | |
| SIBCategory=Improved IB2025.12 | — | 89.99 | 84.75 | 85.07 | 85.39 | 70.58 | |
| VIBCategory=Classic IB2025.12 | — | 86.11 | 83.69 | 83.69 | 83.76 | 73.8 | |
| VIB (LGCE)Category=Robust Loss2025.12 | — | 85.7 | 84.32 | 83.97 | 84.25 | 78.88 | |
| VIB (LSCE)Category=Robust Loss2025.12 | — | 83.95 | 82.65 | 82.84 | 82.5 | 73.81 |