Adversarial Sample Detection on CelebA
97.4AUCConcept-SAE
Evaluation Results
| Method | Links | |
|---|---|---|
| Concept-SAEModel=ViT2025.09 | 97.4 | |
| Concept-SAEModel=ResNet-182025.09 | 94 | |
| VLADModel=ViT2025.09 | 90.1 | |
| VLADModel=ResNet-182025.09 | 89.6 | |
| JPEGModel=ViT2025.09 | 83.2 | |
| RandomModel=ViT2025.09 | 80.7 | |
| RandomModel=ResNet-182025.09 | 76.7 | |
| JPEGModel=ResNet-182025.09 | 75.5 | |
| FSModel=ViT2025.09 | 62.2 | |
| FSModel=ResNet-182025.09 | 57 | |
| DenoiseModel=ResNet-182025.09 | 51.5 | |
| DenoiseModel=ViT2025.09 | 51.2 | |
| DeflectModel=ViT2025.09 | 50.1 | |
| DeflectModel=ResNet-182025.09 | 49.3 |