Adversarial Attack Transferability on FGVC Aircraft
92.07Accuracy Difference/ScoreBenign
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Benign2025.06 | 92.07 | — | — | — | |
| CDA2025.06 | 64.42 | 27.51 | 14.55 | 31.13 | |
| BIA2025.06 | 45.38 | 51.52 | 9.24 | 54.06 | |
| LTP2025.06 | 43.01 | 54.15 | 8.35 | 56.48 | |
| GAMA2025.06 | 42.37 | 54.46 | 7.49 | 56.77 | |
| FACL2025.06 | 40.08 | 59.35 | 7.34 | 61.39 | |
| PDCL2025.06 | 38.96 | 58.23 | 6.86 | 60.34 | |
| PDCL w/ Oursmode=improvement (Δ%p)2025.06 | -1.38 | 1.52 | 1.42 | 0.14 | |
| GAMA w/ Oursmode=improvement (Δ%p)2025.06 | -2.68 | 3.06 | 2.87 | 0.14 | |
| FACL w/ Oursmode=improvement (Δ%p)2025.06 | -2.68 | 0.6 | 0.66 | -0.24 | |
| BIA w/ Oursmode=improvement (Δ%p)2025.06 | -4.98 | 5.25 | 4.89 | -1.24 | |
| LTP w/ Oursmode=improvement (Δ%p)2025.06 | -6.41 | 6.66 | 6.35 | -1.41 | |
| CDA w/ Oursmode=improvement (Δ%p)2025.06 | -22.58 | 27.74 | 26.44 | -6 |