Adversarial Attack on ImageNet 1k 1000 images (Model Robustness)
100Robust Accuracy (Inc-v3)BIM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| BIMSource Model=Inc-v32022.09 | 100 | 20.3 | 15.7 | 15.6 | 34.3 | 21.5 | |
| SIMSource Model=Inc-v32022.09 | 100 | 38.2 | 31.1 | 35.9 | 42.2 | 36.9 | |
| DIMSource Model=Inc-v32022.09 | 100 | 31.7 | 25.5 | 31.4 | 45.5 | 33.5 | |
| NI-FGSMSource Model=Inc-v32022.09 | 100 | 40 | 35.2 | 39.9 | 56.9 | 43 | |
| MI-FGSMSource Model=Inc-v32022.09 | 100 | 40.2 | 35.1 | 40.3 | 57.1 | 43.2 | |
| VMI-FGSMSource Model=Inc-v32022.09 | 100 | 63 | 59.3 | 68.6 | 70.3 | 65.3 | |
| VNI-FGSMSource Model=Inc-v32022.09 | 100 | 62.4 | 58.7 | 67.7 | 69.7 | 64.6 | |
| ANDASource Model=Inc-v32022.09 | 100 | 76.1 | 72.8 | 82.3 | 77 | 77.1 | |
| MultiANDASource Model=Inc-v32022.09 | 100 | 79.2 | 76 | 84.5 | 78.8 | 79.6 | |
| TAIGSource Model=Inc-v32022.09 | 99.7 | 53.3 | 45.9 | 56.7 | 54.2 | 52.5 | |
| FIASource Model=Inc-v32022.09 | 98.3 | 78.4 | 75.3 | 81.2 | 83.5 | 79.6 | |
| MultiANDASource Model=IncRes-v22022.09 | 93.9 | 87.1 | 85.6 | 99.8 | 84.3 | 87.7 | |
| ANDASource Model=IncRes-v22022.09 | 93 | 86.4 | 83.7 | 99.8 | 82.8 | 86.5 | |
| FIASource Model=IncRes-v22022.09 | 82.2 | 75.3 | 72.4 | 89.2 | 80.7 | 77.7 | |
| VMI-FGSMSource Model=IncRes-v22022.09 | 81.1 | 69.6 | 66.4 | 99.3 | 73.5 | 72.7 | |
| VNI-FGSMSource Model=IncRes-v22022.09 | 80.9 | 70 | 65.8 | 99.4 | 73.8 | 72.6 | |
| TAIGSource Model=IncRes-v22022.09 | 73.9 | 63.4 | 58.4 | 95 | 57.4 | 63.3 | |
| TIMSource Model=Inc-v32022.09 | 64.3 | 35.9 | 30.6 | 25.4 | 70.4 | 45.3 | |
| NI-FGSMSource Model=IncRes-v22022.09 | 61.9 | 49.5 | 44.7 | 99.2 | 64.7 | 55.2 | |
| MI-FGSMSource Model=IncRes-v22022.09 | 60.3 | 49.3 | 43 | 98.8 | 64.6 | 54.3 | |
| SIMSource Model=IncRes-v22022.09 | 58.9 | 47.8 | 41.4 | 99.6 | 49.8 | 49.5 | |
| DIMSource Model=IncRes-v22022.09 | 54.6 | 41.4 | 36.6 | 98.2 | 50 | 45.7 | |
| TIMSource Model=IncRes-v22022.09 | 43.4 | 36.5 | 32 | 36 | 66.2 | 42.8 | |
| BIMSource Model=IncRes-v22022.09 | 36.3 | 25.6 | 20.6 | 99.3 | 37.8 | 30.1 |