Image Classification on CIFAR-10 (Clean Error & mCE)
5.24Clean ErrorVanilla training
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Vanilla trainingArchitecture=ResNet-18, Training Strategy=Vanilla2025.12 | 5.24 | 25.03 | |
| Vanilla trainingArchitecture=All-Conv, Training Strategy=Vanilla2025.12 | 6.13 | 31.19 | |
| Vanilla trainingArchitecture=ResNet-56, Training Strategy=Vanilla2025.12 | 6.55 | 28.67 | |
| Visual Acuity Curriculum (VAC)Architecture=All-Conv, Training Strategy=VAC2025.12 | 6.77 | 27.83 | |
| Visual Acuity Curriculum (VAC)Architecture=ResNet-18, Training Strategy=VAC2025.12 | 6.92 | 18.78 | |
| Vanilla trainingArchitecture=ConvNeXt, Training Strategy=Vanilla2025.12 | 7.07 | 17 | |
| Visual Acuity Curriculum (VAC)Architecture=ConvNeXt, Training Strategy=VAC2025.12 | 7.66 | 16.39 | |
| Visual Acuity Curriculum (VAC)Architecture=ResNet-56, Training Strategy=VAC2025.12 | 10.37 | 20.37 | |
| Vanilla trainingArchitecture=MobileNet-v2, Training Strategy=Vanilla2025.12 | 14.66 | 33.03 | |
| Visual Acuity Curriculum (VAC)Architecture=MobileNet-v2, Training Strategy=VAC2025.12 | 16.9 | 29.6 |