Image Classification on CIFAR100 original (test)
87.91AccuracyVanilla
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VanillaBackbone=ViT-Base, Pre-training=ImageNet-1K2023.10 | 87.91 | — | — | — | — | |
| ResNet-152Backbone=ResNet-1522021.02 | 87.6 | -3.167 | -2.98 | 1.133 | — | |
| ResNet-101Backbone=ResNet-1012021.02 | 87 | -3.33 | -3.112 | 1.13 | — | |
| Inception v3Backbone=Inception v32021.02 | 86.6 | -4.1 | -3.447 | 1.07 | — | |
| DenseNet-201Backbone=DenseNet-2012021.02 | 86 | -3.643 | -3.323 | 1.061 | — | |
| VanillaBackbone=ResNet50, Pre-training=ImageNet-1K2023.10 | 85.84 | — | — | — | — | |
| DenseNet-169Backbone=DenseNet-1692021.02 | 85 | -3.525 | -3.313 | 1.051 | — | |
| DenseNet-121Backbone=DenseNet-1212021.02 | 84.8 | -3.715 | -3.304 | 1.029 | — | |
| ResNet-50Backbone=ResNet-502021.02 | 84.5 | -3.52 | -3.241 | 1.099 | — | |
| Prior-Regularized LCBackbone=ViT-Base, Pre-training=ImageNet-1K2023.10 | 84.27 | — | — | — | — | |
| NASNet-A MobileBackbone=NASNet-A Mobile2021.02 | 83.9 | -3.56 | -3.254 | 1.051 | — | |
| C8-Aug.Backbone=ViT-Base, Pre-training=ImageNet-1K2023.10 | 83.45 | — | — | — | — | |
| Prior-Regularized LCBackbone=ResNet50, Pre-training=ImageNet-1K2023.10 | 83.44 | — | — | — | — | |
| Inception v1Backbone=Inception v12021.02 | 83.2 | -4.279 | -3.253 | 1.037 | — | |
| C8-Aug.Backbone=ResNet50, Pre-training=ImageNet-1K2023.10 | 83 | — | — | — | — | |
| Rotation AugmentationBackbone=ViT-Base, Pre-training=ImageNet-1K2023.10 | 82.59 | — | — | — | — | |
| Learned Canonicalization (LC)Backbone=ViT-Base, Pre-training=ImageNet-1K2023.10 | 80.86 | — | — | — | — | |
| MobileNet v2Backbone=MobileNet v22021.02 | 80.8 | -3.733 | -3.336 | 1.039 | — | |
| Rotation AugmentationBackbone=ResNet50, Pre-training=ImageNet-1K2023.10 | 80.21 | — | — | — | — | |
| Learned Canonicalization (LC)Backbone=ResNet50, Pre-training=ImageNet-1K2023.10 | 78.5 | — | — | — | — | |
| LEEPtype=correlation_summary2021.02 | — | — | — | — | 0.61 | |
| LogMEtype=correlation_summary2021.02 | — | — | — | — | 0.79 | |
| NCEtype=correlation_summary2021.02 | — | — | — | — | 0.44 |