Fooling Attack on ImageNet-1K Retrained (val)
0.5Runtime (hours)SPOOF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPOOFClassifier=AlexNet (Retrained)2025.12 | 0.5 | 97.24 | 92.57 | 3.09 | |
| SPOOFClassifier=ResNet-50 (Retrained)2025.12 | 1.73 | 99.72 | 94.15 | 1.74 | |
| Direct-Fool (Extended)Classifier=AlexNet (Retrained)2025.12 | 1.92 | 99.72 | 98.96 | 100 | |
| CPPN-Fool (Original)Classifier=ResNet-50 (Retrained)2025.12 | 2.61 | 60.05 | 82.34 | 100 | |
| CPPN-Fool (Original)Classifier=AlexNet (Retrained)2025.12 | 2.87 | 83.97 | 90.91 | 100 | |
| CPPN-Fool (Original)Classifier=ViT-B/16 (Retrained)2025.12 | 2.89 | 75.42 | 93.23 | 100 | |
| Direct-Fool (Extended)Classifier=ResNet-50 (Retrained)2025.12 | 2.97 | 2.6 | 35.4 | 100 | |
| SPOOFClassifier=ViT-B/16 (Retrained)2025.12 | 4.76 | 99.99 | 100 | 2.95 | |
| Direct-Fool (Extended)Classifier=ViT-B/16 (Retrained)2025.12 | 6.32 | 99.95 | 100 | 100 |