Image Classification on NICO++ (ID)
88.2AccuracyRiskyDiff
Evaluation Results
| Method | Links | |
|---|---|---|
| RiskyDiffModel=EfficientNet-B22025.12 | 88.2 | |
| RiskyDiffModel=ViT-B/162025.12 | 87.8 | |
| MixupModel=ViT-B/162025.12 | 87 | |
| MixupModel=EfficientNet-B22025.12 | 86.8 | |
| unCLIPModel=EfficientNet-B22025.12 | 86.2 | |
| OriginalModel=ViT-B/162025.12 | 86 | |
| RiskyDiffModel=DenseNet-1212025.12 | 85.9 | |
| OriginalModel=EfficientNet-B22025.12 | 85.8 | |
| RiskyDiffModel=ResNet-502025.12 | 85.1 | |
| unCLIPModel=ViT-B/162025.12 | 84.8 | |
| AdvDiffModel=EfficientNet-B22025.12 | 84.7 | |
| MixupModel=ResNet-502025.12 | 84.2 | |
| MixupModel=DenseNet-1212025.12 | 84.1 | |
| unCLIPModel=ResNet-502025.12 | 83.3 | |
| OriginalModel=ResNet-502025.12 | 82.9 | |
| unCLIPModel=DenseNet-1212025.12 | 82.9 | |
| OriginalModel=DenseNet-1212025.12 | 82.5 | |
| AdvDiffuserModel=ViT-B/162025.12 | 82.3 | |
| AdvDiffModel=ViT-B/162025.12 | 82.1 | |
| AdvDiffuserModel=EfficientNet-B22025.12 | 81.9 | |
| AdvDiffuserModel=ResNet-502025.12 | 81.5 | |
| AdvDiffuserModel=DenseNet-1212025.12 | 81.4 | |
| AdvDiffModel=ResNet-502025.12 | 80.1 | |
| AdvDiffModel=DenseNet-1212025.12 | 77.9 |