Adversarial Sample Detection on ImageNet
0.948AUC ScoreConcept-SAE
Evaluation Results
| Method | Links | |
|---|---|---|
| Concept-SAEModel=ViT2025.09 | 0.948 | |
| VLADModel=ViT2025.09 | 0.876 | |
| Concept-SAEModel=ResNet-182025.09 | 0.869 | |
| VLADModel=ResNet-182025.09 | 0.828 | |
| JPEGModel=ResNet-182025.09 | 0.733 | |
| JPEGModel=ViT2025.09 | 0.693 | |
| DenoiseModel=ResNet-182025.09 | 0.672 | |
| RandomModel=ResNet-182025.09 | 0.66 | |
| RandomModel=ViT2025.09 | 0.604 | |
| FSModel=ResNet-182025.09 | 0.533 | |
| DenoiseModel=ViT2025.09 | 0.532 | |
| DeflectModel=ViT2025.09 | 0.493 | |
| DeflectModel=ResNet-182025.09 | 0.493 | |
| FSModel=ViT2025.09 | 0.475 |