Model Calibration on ImageNet 200
0.68ECEOA-CutMix/abs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OA-CutMix/absBackbone=DeiT-S, latency [ms]=1.012026.06 | 0.68 | 3.27 | — | |
| OA-CutMix/abs + decoupledBackbone=DeiT-S, latency [ms]=1.012026.06 | 0.77 | 3.66 | — | |
| OA-CutMix/relBackbone=DeiT-S, latency [ms]=1.032026.06 | 1.66 | 3.96 | — | |
| OA-CutMix/rel + decoupledBackbone=DeiT-S, latency [ms]=1.112026.06 | 1.69 | 4.6 | — | |
| AlignmixupBackbone=ResNet50, Training=from scratch2026.06 | 1.85 | 6.13 | 1.98 | |
| OA-CutMix/relBackbone=DeiT-Ti, latency [ms]=1.032026.06 | 2.21 | 3.96 | — | |
| CutMix + decoupledBackbone=DeiT-Ti, latency [ms]=0.672026.06 | 2.4 | 4.71 | — | |
| PuzzleMixBackbone=DeiT-S, latency [ms]=273.282026.06 | 2.42 | 6.1 | — | |
| CutMix + decoupledBackbone=DeiT-S, latency [ms]=0.672026.06 | 2.57 | 4.71 | — | |
| OA-CutMix/absBackbone=DeiT-Ti, latency [ms]=1.012026.06 | 2.73 | 3.27 | — | |
| OA-CutMix/rel + decoupledBackbone=DeiT-Ti, latency [ms]=1.112026.06 | 2.8 | 4.6 | — | |
| OA-CutMix/abs + decoupledBackbone=DeiT-Ti, latency [ms]=1.012026.06 | 3.26 | 3.66 | — | |
| VanillaBackbone=DeiT-Ti2026.06 | 3.47 | 14.78 | — | |
| ResizeMixBackbone=ResNet50, Training=from scratch2026.06 | 3.94 | 5.04 | 0.62 | |
| VanillaBackbone=ResNet18, Training=from scratch2026.06 | 4.06 | 9.33 | — | |
| AlignmixupBackbone=ResNet18, Training=from scratch2026.06 | 4.33 | 6.13 | 1.98 | |
| VanillaBackbone=ResNet50, Training=from scratch2026.06 | 4.39 | 9.33 | — | |
| OA-CutMix/rel + decoupledBackbone=ResNet50, Training=from scratch2026.06 | 4.67 | 4.66 | 1 | |
| OA-CutMix/relBackbone=ResNet50, Training=from scratch2026.06 | 4.97 | 4.76 | 1.02 | |
| ResizeMixBackbone=DeiT-S, latency [ms]=1.052026.06 | 5.19 | 7.44 | — | |
| OA-CutMix/abs + decoupledBackbone=ResNet50, Training=from scratch2026.06 | 5.19 | 4.85 | 1.01 | |
| FMixBackbone=DeiT-S, latency [ms]=6.802026.06 | 5.66 | 6.91 | — | |
| SnapMixBackbone=ResNet50, Training=from scratch2026.06 | 5.79 | 6.17 | 51.49 | |
| OA-CutMix/rel + decoupledBackbone=ResNet18, Training=from scratch2026.06 | 5.8 | 4.66 | 1 | |
| Attentive CutMixBackbone=ResNet50, Training=from scratch2026.06 | 5.86 | 8.69 | 56.36 | |
| OA-CutMix/absBackbone=ResNet50, Training=from scratch2026.06 | 5.88 | 4.27 | 1.05 | |
| MixupBackbone=DeiT-S, latency [ms]=0.732026.06 | 6.02 | 6.03 | — | |
| ResizeMixBackbone=DeiT-Ti, latency [ms]=1.052026.06 | 6.55 | 7.44 | — | |
| ResizeMixBackbone=ResNet18, Training=from scratch2026.06 | 6.61 | 5.04 | 0.62 | |
| Attentive CutMixBackbone=DeiT-S, latency [ms]=56.102026.06 | 6.84 | 7.64 | — | |
| OA-CutMix/relBackbone=ResNet18, Training=from scratch2026.06 | 7 | 4.76 | 1.02 | |
| Mixup + CutMixBackbone=DeiT-S, latency [ms]=0.702026.06 | 7.16 | 7.41 | — | |
| OA-CutMix/absBackbone=ResNet18, Training=from scratch2026.06 | 7.26 | 4.27 | 1.05 | |
| FMixBackbone=DeiT-Ti, latency [ms]=6.802026.06 | 7.38 | 6.91 | — | |
| SnapMixBackbone=ResNet18, Training=from scratch2026.06 | 7.71 | 6.17 | 51.49 | |
| OA-CutMix/abs + decoupledBackbone=ResNet18, Training=from scratch2026.06 | 7.83 | 4.85 | 1.01 | |
| MixupBackbone=DeiT-Ti, latency [ms]=0.732026.06 | 7.88 | 6.03 | — | |
| TokenMixBackbone=DeiT-S, latency [ms]=39.912026.06 | 8.36 | 7.52 | — | |
| Attentive CutMixBackbone=ResNet18, Training=from scratch2026.06 | 9.13 | 8.69 | 56.36 | |
| Attentive CutMixBackbone=DeiT-Ti, latency [ms]=56.102026.06 | 9.83 | 7.64 | — | |
| FMixBackbone=ResNet18, Training=from scratch2026.06 | 10.6 | 7.65 | 6.68 | |
| CutMix + decoupledBackbone=ResNet50, Training=from scratch2026.06 | 10.76 | 7.42 | 0.6 | |
| CutMixBackbone=DeiT-S, latency [ms]=0.672026.06 | 11.06 | 8.75 | — | |
| VanillaBackbone=DeiT-S2026.06 | 11.19 | 14.78 | — | |
| CutMix + decoupledBackbone=ResNet18, Training=from scratch2026.06 | 11.68 | 7.42 | 0.6 | |
| Mixup + CutMixBackbone=DeiT-Ti, latency [ms]=0.702026.06 | 11.73 | 7.41 | — | |
| CutMixBackbone=ResNet50, Training=from scratch2026.06 | 11.84 | 9.08 | 0.61 | |
| PuzzleMixBackbone=DeiT-Ti, latency [ms]=273.282026.06 | 12.17 | 6.1 | — | |
| CutMixBackbone=DeiT-Ti, latency [ms]=0.672026.06 | 13.15 | 8.75 | — | |
| CutMixBackbone=ResNet18, Training=from scratch2026.06 | 13.26 | 9.08 | 0.61 | |
| TokenMixBackbone=DeiT-Ti, latency [ms]=39.912026.06 | 13.41 | 7.52 | — | |
| SnapMixBackbone=DeiT-S, latency [ms]=39.982026.06 | 14.44 | 10.15 | — | |
| FMixBackbone=ResNet50, Training=from scratch2026.06 | 14.47 | 7.65 | 6.68 | |
| MixupBackbone=ResNet18, Training=from scratch2026.06 | 15.21 | 12.18 | 0.73 | |
| PuzzleMixBackbone=ResNet50, Training=from scratch2026.06 | 15.86 | 8.82 | 301 | |
| PuzzleMixBackbone=ResNet18, Training=from scratch2026.06 | 17.09 | 8.82 | 301 | |
| MixupBackbone=ResNet50, Training=from scratch2026.06 | 17.58 | 12.18 | 0.73 | |
| Mixup+CutMixBackbone=ResNet18, Training=from scratch2026.06 | 17.79 | 12.25 | 0.67 | |
| Mixup+CutMixBackbone=ResNet50, Training=from scratch2026.06 | 17.99 | 12.25 | 0.67 | |
| SnapMixBackbone=DeiT-Ti, latency [ms]=39.982026.06 | 18.05 | 10.15 | — |