Adversarial Attack Transferability on ImageNet-Compatible
100Transferability on ViTDI
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DISource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 11.3 | 15.6 | 7.4 | 14.8 | 3.2 | 25.4 | |
| RDISource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 31.5 | 38.9 | 23.6 | 36.2 | 7.7 | 39.6 | |
| SISource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 48.2 | 59.2 | 28.3 | 51.4 | 14.8 | 50.3 | |
| SIASource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 43 | 77.9 | 44.8 | 56.2 | 12 | 55.6 | |
| BSRSource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 57.8 | 63 | 45.7 | 67.2 | 18.5 | 58.7 | |
| SESource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 65.6 | 75.7 | 56.4 | 72 | 20.4 | 65 | |
| ODISource Model=ViT, Integrated with=MI-TI2025.04 | 100 | 74.8 | 68.3 | 63.1 | 81.7 | 31.6 | 69.9 | |
| CFMSource Model=ViT, Integrated with=MI-TI2025.04 | 99.9 | 90.9 | 94.2 | 82.5 | 91.6 | 55.3 | 85.7 | |
| AdmixSource Model=ViT, Integrated with=MI-TI2025.04 | 99.8 | 78.2 | 81.5 | 66.4 | 79.2 | 39.6 | 74.1 | |
| RaPASource Model=ViT, Integrated with=MI-TI2025.04 | 99.6 | 92.4 | 95.7 | 87.4 | 94.4 | 63.5 | 88.8 | |
| RaPASource Model=CLIP, Integrated with=MI-TI2025.04 | 32.5 | 35.5 | 25.1 | 16.7 | 33 | 98.4 | 40.2 | |
| ODISource Model=CLIP, Integrated with=MI-TI2025.04 | 19.1 | 24.3 | 13.1 | 11.7 | 22.7 | 99.8 | 31.8 | |
| RaPASource Model=Incv3, Integrated with=MI-TI2025.04 | 14.7 | 57.6 | 16.7 | 34.5 | 38 | 5.3 | 27.8 | |
| CFMSource Model=CLIP, Integrated with=MI-TI2025.04 | 13.3 | 15.4 | 8.6 | 4.7 | 13.5 | 99.8 | 25.9 | |
| CFMSource Model=Incv3, Integrated with=MI-TI2025.04 | 9.7 | 43.4 | 8.8 | 23.2 | 26.4 | 3.9 | 19.2 | |
| SIASource Model=CLIP, Integrated with=MI-TI2025.04 | 7.7 | 7.9 | 5.3 | 3.6 | 8.3 | 99.7 | 22.1 | |
| AdmixSource Model=CLIP, Integrated with=MI-TI2025.04 | 7.3 | 11.9 | 5.5 | 4.2 | 11.1 | 99 | 23.2 | |
| BSRSource Model=CLIP, Integrated with=MI-TI2025.04 | 7 | 9.2 | 4.9 | 2.9 | 8.5 | 99.5 | 22 | |
| ODISource Model=Incv3, Integrated with=MI-TI2025.04 | 3.6 | 21.6 | 4.4 | 8.9 | 15.1 | 2 | 9.3 | |
| SISource Model=CLIP, Integrated with=MI-TI2025.04 | 3.1 | 4.5 | 2.5 | 1.7 | 6.2 | 99.6 | 19.6 | |
| AdmixSource Model=Incv3, Integrated with=MI-TI2025.04 | 2 | 17.4 | 1.9 | 6.7 | 8.5 | 1.4 | 6.3 | |
| SIASource Model=Incv3, Integrated with=MI-TI2025.04 | 1.5 | 16.8 | 1.7 | 5.2 | 6.8 | 0.4 | 5.4 | |
| MUPSource Model=Incv3, Integrated with=MI-TI2025.04 | 1.4 | 11.9 | 2.3 | 4.4 | 5.4 | 0.4 | 4.3 | |
| BSRSource Model=Incv3, Integrated with=MI-TI2025.04 | 1.3 | 15.3 | 1.9 | 5.6 | 7.3 | 0.5 | 5.3 | |
| RDISource Model=CLIP, Integrated with=MI-TI2025.04 | 1.3 | 1.5 | 0.6 | 0.4 | 1 | 99.8 | 17.4 | |
| SISource Model=Incv3, Integrated with=MI-TI2025.04 | 1 | 5 | 1 | 2 | 3.8 | 0.4 | 2.2 | |
| DISource Model=Incv3, Integrated with=MI-TI2025.04 | 0.1 | 0.8 | 0.1 | 0.3 | 0.5 | 0.2 | 0.3 | |
| RDISource Model=Incv3, Integrated with=MI-TI2025.04 | 0.1 | 3.1 | 0.6 | 2 | 1.9 | 0 | 1.3 | |
| DISource Model=CLIP, Integrated with=MI-TI2025.04 | 0 | 0 | 0.1 | 0 | 0 | 99.8 | 16.6 |