Targeted Adversarial Attack on ImageNet (Comprehensive Model Suite)
90VGG-16 ScoreRDI-FTM-E
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RDI-FTM-ESurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 90 | 98.1 | 86.7 | 93.9 | 76.7 | 82.4 | 80.1 | 51.5 | 99.7 | 72.6 | 87.9 | 90.8 | |
| RDI-FTMSurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 89.2 | 98.4 | 86.4 | 93 | 74.2 | 81 | 77.1 | 41 | 99.5 | 66.1 | 85.5 | 89.2 | |
| RDI-CFMSurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 88.5 | 98.8 | 84.1 | 92.1 | 69.5 | 78.7 | 72.1 | 26.4 | 99.8 | 51.6 | 77.5 | 81.3 | |
| RDI-AdmixSurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 82.3 | 98.8 | 64.8 | 91.2 | 43.6 | 53.9 | 41 | 7.6 | 99.9 | 17.4 | 43.9 | 48.8 | |
| RDI-ODISurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 81.9 | 96.6 | 81.6 | 89.6 | 69.9 | 73.4 | 67.9 | 27.8 | 97.4 | 52.7 | 66.5 | 81 | |
| RDI-SISurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 78.1 | 98.9 | 74 | 92.8 | 53.1 | 57.4 | 45.5 | 10.6 | 99.9 | 30.5 | 52.2 | 67.1 | |
| RDI-VTSurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 77.4 | 98.9 | 66.4 | 88.1 | 50.7 | 56 | 48.4 | 14.6 | 99.1 | 30.3 | 53.9 | 60.7 | |
| RDISurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 75.3 | 98.7 | 55.7 | 87.8 | 35.1 | 41.9 | 29.6 | 4.2 | 99.4 | 14.6 | 34.3 | 41.1 | |
| DISurrogate Ensemble=RN-50 + LeViT, Combined with=MI-TI2024.11 | 71.3 | 99.2 | 29.5 | 80.3 | 16.2 | 23.7 | 15.4 | 1.2 | 100 | 6.7 | 18.2 | 20.8 |