Adversarial Attack on ImageNet-1K
79.7Inc-v3ens3MultiANDA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MultiANDASource Model=ResNet-502022.09 | 79.7 | 64.8 | 82.3 | 34.4 | 76.3 | 67.5 | |
| ANDASource Model=ResNet-502022.09 | 71.4 | 50.7 | 72.4 | 32.9 | 67.4 | 59 | |
| MultiANDASource Model=IncRes-v22022.09 | 70.3 | 61.9 | 69.9 | 31.2 | 67.8 | 60.2 | |
| ANDASource Model=IncRes-v22022.09 | 63.3 | 47.3 | 57.8 | 28.5 | 57.9 | 51 | |
| MultiANDASource Model=Inc-v32022.09 | 54.4 | 36.7 | 52.8 | 24.3 | 46.9 | 43 | |
| VNI-FGSMSource Model=IncRes-v22022.09 | 49.9 | 37.7 | 35.4 | 25.6 | 39.3 | 37.6 | |
| VMI-FGSMSource Model=IncRes-v22022.09 | 49.2 | 38.8 | 36 | 25.2 | 39.2 | 37.7 | |
| TAIGSource Model=IncRes-v22022.09 | 49 | 41.2 | 12.2 | 16.5 | 13.3 | 26.4 | |
| FIASource Model=IncRes-v22022.09 | 48.9 | 34.7 | 24.2 | 30.8 | 42.8 | 36.3 | |
| VMI-FGSMSource Model=ResNet-502022.09 | 47.4 | 31.3 | 37.7 | 27.1 | 38.7 | 36.4 | |
| VNI-FGSMSource Model=ResNet-502022.09 | 46.5 | 30.4 | 37.4 | 27.1 | 38.7 | 36 | |
| ANDASource Model=Inc-v32022.09 | 44.4 | 25.9 | 36.5 | 23.2 | 37 | 33.4 | |
| FIASource Model=ResNet-502022.09 | 44.4 | 27.2 | 30 | 25.9 | 35.3 | 32.6 | |
| TAIGSource Model=ResNet-502022.09 | 39.2 | 30.4 | 29.7 | 29.6 | 34.4 | 32.7 | |
| TAIGSource Model=Inc-v32022.09 | 38 | 23.9 | 22.8 | 29.6 | 28.5 | 28.6 | |
| FIASource Model=Inc-v32022.09 | 37.4 | 21.3 | 11.6 | 23.5 | 29.2 | 24.6 | |
| VMI-FGSMSource Model=Inc-v32022.09 | 36.9 | 21.2 | 19.1 | 24.7 | 27.7 | 25.9 | |
| VNI-FGSMSource Model=Inc-v32022.09 | 36.4 | 22 | 18.9 | 25.3 | 27.4 | 26 | |
| TIMSource Model=ResNet-502022.09 | 34 | 27.4 | 24.2 | 31.1 | 30.6 | 29.5 | |
| TIMSource Model=IncRes-v22022.09 | 27.9 | 21.4 | 18.4 | 23.9 | 23.8 | 23.1 | |
| TIMSource Model=Inc-v32022.09 | 27.5 | 21.3 | 16.9 | 22.8 | 21.1 | 21.9 | |
| MI-FGSMSource Model=ResNet-502022.09 | 26.3 | 15.5 | 17.3 | 18 | 20.2 | 19.5 | |
| NI-FGSMSource Model=ResNet-502022.09 | 26.2 | 15.7 | 17.5 | 18.9 | 19.8 | 19.6 | |
| MultiANDASource Model=VGG-192022.09 | 24.6 | 13.7 | 31.2 | 16.2 | 21.3 | 21.4 | |
| SIMSource Model=IncRes-v22022.09 | 23.8 | 16.4 | 15.9 | 18.3 | 18.1 | 18.5 | |
| TIMSource Model=VGG-192022.09 | 23 | 27.4 | 15 | 31.1 | 30.6 | 25.4 | |
| MI-FGSMSource Model=IncRes-v22022.09 | 22 | 13.3 | 13.4 | 16.4 | 17 | 16.4 | |
| VMI-FGSMSource Model=VGG-192022.09 | 21.9 | 11.6 | 15.9 | 18.4 | 15.9 | 16.7 | |
| NI-FGSMSource Model=IncRes-v22022.09 | 21.6 | 13.8 | 13.4 | 15.5 | 16.6 | 16.2 | |
| VNI-FGSMSource Model=VGG-192022.09 | 21.6 | 11.9 | 16.8 | 18.6 | 15.7 | 16.9 | |
| SIMSource Model=ResNet-502022.09 | 21.4 | 13.1 | 15.2 | 16.1 | 15.1 | 16.2 | |
| ANDASource Model=VGG-192022.09 | 20.9 | 10.8 | 22.2 | 15.4 | 16.2 | 17.1 | |
| DIMSource Model=ResNet-502022.09 | 20.8 | 12 | 16.9 | 15.7 | 15.3 | 16.1 | |
| NI-FGSMSource Model=Inc-v32022.09 | 18.6 | 8.6 | 6.2 | 15.3 | 12.2 | 12.2 | |
| MI-FGSMSource Model=Inc-v32022.09 | 18.3 | 9 | 5.5 | 15.7 | 12 | 12.1 | |
| SIMSource Model=Inc-v32022.09 | 18.1 | 8.4 | 8.6 | 15.2 | 10.8 | 12.2 | |
| TAIGSource Model=VGG-192022.09 | 17.7 | 10.2 | 36.9 | 34.1 | 41.9 | 28.2 | |
| DIMSource Model=IncRes-v22022.09 | 16.2 | 10.1 | 11.7 | 14.9 | 12.3 | 13 | |
| NI-FGSMSource Model=VGG-192022.09 | 13.9 | 6.8 | 7.2 | 14.6 | 9.3 | 10.4 | |
| FIASource Model=VGG-192022.09 | 13.3 | 8.3 | 7.1 | 14.6 | 9.8 | 10.6 | |
| DIMSource Model=Inc-v32022.09 | 13.1 | 6.7 | 5.8 | 12.8 | 8.6 | 9.4 | |
| MI-FGSMSource Model=VGG-192022.09 | 13 | 6.9 | 7.2 | 15.5 | 8.9 | 10.3 | |
| BIMSource Model=ResNet-502022.09 | 12.3 | 7.1 | 7.4 | 13.7 | 8.1 | 9.7 | |
| SIMSource Model=VGG-192022.09 | 11.4 | 5.6 | 8.7 | 13.4 | 7.4 | 9.3 | |
| BIMSource Model=Inc-v32022.09 | 11.1 | 4.6 | 3.7 | 13.4 | 4.8 | 7.5 | |
| BIMSource Model=IncRes-v22022.09 | 11.1 | 7 | 5.1 | 13 | 6 | 8.4 | |
| DIMSource Model=VGG-192022.09 | 10.7 | 4.7 | 5.6 | 13.6 | 5.9 | 8.1 | |
| BIMSource Model=VGG-192022.09 | 9.6 | 4.4 | 3.9 | 13.4 | 4.6 | 7.2 |