Adversarial Attack Transferability on ImageNet-Compatible (test)
51.3RN18RaPA
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RaPASource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 51.3 | 53.5 | 41.9 | 97.4 | 60.8 | 68.4 | 48.5 | 86.7 | 87.5 | 84 | 68 | |
| CFMSource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 37.4 | 37.9 | 27.3 | 97.9 | 46.1 | 53 | 27.8 | 76.9 | 76.1 | 68.2 | 54.9 | |
| RaPASource Model=ViT, Optimization Strategy=MI-TI2025.04 | 37.2 | 42.9 | 28.6 | 57.5 | 68.2 | 56.8 | 36.4 | 62.9 | 62.6 | 58.3 | 51.2 | |
| CFMSource Model=ViT, Optimization Strategy=MI-TI2025.04 | 26.1 | 33.4 | 18 | 45.2 | 56.8 | 47.3 | 23.2 | 54.5 | 49.9 | 46.2 | 40.1 | |
| AdmixSource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 18.5 | 16.7 | 13.8 | 98.1 | 23.8 | 27.5 | 15.9 | 46.3 | 47.1 | 38.9 | 34.7 | |
| DWPSource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 17.5 | 17.2 | 13.5 | 99 | 19.2 | 29.8 | 9.7 | 54.4 | 52.9 | 37.5 | 35.1 | |
| SIASource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 17.4 | 21.5 | 16.7 | 98.8 | 27.2 | 32.2 | 13.1 | 56.1 | 59.2 | 42.9 | 38.5 | |
| AdmixSource Model=ViT, Optimization Strategy=MI-TI2025.04 | 16.4 | 20.4 | 13.2 | 31.8 | 38.3 | 31.5 | 17.8 | 35.3 | 31.9 | 29.8 | 26.6 | |
| BSRSource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 15.8 | 13.9 | 11.9 | 98.7 | 20.5 | 24.3 | 9.6 | 45.7 | 45.5 | 30.3 | 31.6 | |
| ODISource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 14.4 | 22.3 | 22 | 99.4 | 26 | 39.5 | 13.9 | 51.8 | 60.7 | 44.7 | 39.5 | |
| MUPSource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 13.9 | 13.6 | 9.6 | 98.4 | 17.7 | 22.4 | 8.1 | 42.2 | 42.2 | 26.4 | 29.5 | |
| DWPSource Model=ViT, Optimization Strategy=MI-TI2025.04 | 13.5 | 11.7 | 7.1 | 15.8 | 22.2 | 16.7 | 10.2 | 17.4 | 16.3 | 16.3 | 14.7 | |
| ODISource Model=ViT, Optimization Strategy=MI-TI2025.04 | 12.4 | 20 | 10.6 | 28.3 | 28.9 | 30.9 | 10.4 | 35.5 | 34.4 | 27.9 | 23.9 | |
| SE-ViTSource Model=ViT, Optimization Strategy=MI-TI2025.04 | 8.9 | 12 | 6.9 | 21 | 25.3 | 20.5 | 8.3 | 23.8 | 22.5 | 20.3 | 17 | |
| SISource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 6.7 | 6.7 | 4.3 | 98.8 | 9.7 | 9.7 | 4.4 | 23.3 | 22.1 | 13.6 | 19.9 | |
| RDISource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 5.8 | 5.5 | 3.9 | 99 | 8 | 8.5 | 3.8 | 18.6 | 18.8 | 11.1 | 18.3 | |
| BSRSource Model=ViT, Optimization Strategy=MI-TI2025.04 | 5 | 8.2 | 3.9 | 11.2 | 15 | 12.8 | 5.3 | 15.5 | 13.4 | 11.2 | 10.2 | |
| SIASource Model=ViT, Optimization Strategy=MI-TI2025.04 | 3.6 | 4.8 | 3 | 8.1 | 12.2 | 8.4 | 3.5 | 8.9 | 10.1 | 8.3 | 7.1 | |
| SISource Model=ViT, Optimization Strategy=MI-TI2025.04 | 2.9 | 3.9 | 1.1 | 8 | 9.2 | 5.9 | 2.7 | 7.9 | 6.2 | 6.8 | 5.5 | |
| DISource Model=Incv3, Optimization Strategy=MI-TI2025.04 | 2.2 | 3.9 | 3.4 | 99.1 | 3.6 | 5 | 1.2 | 7.7 | 8.9 | 7 | 14.2 | |
| RDISource Model=ViT, Optimization Strategy=MI-TI2025.04 | 1.7 | 2.4 | 1.3 | 4.1 | 6.3 | 4.1 | 2.7 | 5.8 | 4.9 | 4.6 | 3.8 | |
| DISource Model=ViT, Optimization Strategy=MI-TI2025.04 | 0.5 | 1 | 0.8 | 2.1 | 2.1 | 1.1 | 1.3 | 1.8 | 1.6 | 1.4 | 1.4 |