Transfer Attack on POPE
27.48CAET-CAA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=2,6, Retention Rate=0.5,0.25, Avg. Rate=0.3282026.01 | 27.48 | 16.47 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=6, Retention Rate=0.3, Avg. Rate=0.32026.01 | 30.13 | 16.17 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=4, Retention Rate=0.3, Avg. Rate=0.3882026.01 | 36.03 | 25.02 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=2,6, Retention Rate=0.5,0.25, Avg. Rate=0.3282026.01 | 36.68 | 18.14 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=6, Retention Rate=0.3, Avg. Rate=0.32026.01 | 37.96 | 26.95 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=6, Retention Rate=0.3, Avg. Rate=0.32026.01 | 38.17 | 19.64 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=2,6, Retention Rate=0.4,0.2, Avg. Rate=0.2752026.01 | 38.17 | 27.16 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=4, Retention Rate=0.3, Avg. Rate=0.3882026.01 | 38.58 | 20.05 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=2,6, Retention Rate=0.4,0.2, Avg. Rate=0.2752026.01 | 39.77 | 21.23 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=6, Retention Rate=0.2, Avg. Rate=0.22026.01 | 40.95 | 22.42 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=2,6, Retention Rate=0.3,0.15, Avg. Rate=0.2222026.01 | 41.6 | 23.06 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=4, Retention Rate=0.2, Avg. Rate=0.32026.01 | 42.75 | 31.74 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=6, Retention Rate=0.2, Avg. Rate=0.22026.01 | 43.08 | 32.07 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=4, Retention Rate=0.2, Avg. Rate=0.32026.01 | 43.16 | 24.63 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=2,6, Retention Rate=0.5,0.25, Avg. Rate=0.3282026.01 | 44.47 | 30.51 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=2,6, Retention Rate=0.3,0.15, Avg. Rate=0.2222026.01 | 47.33 | 36.32 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=6, Retention Rate=0.2, Avg. Rate=0.22026.01 | 48.21 | 34.26 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=2,6, Retention Rate=0.4,0.2, Avg. Rate=0.2752026.01 | 48.38 | 34.42 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=4, Retention Rate=0.3, Avg. Rate=0.3882026.01 | 49.12 | 35.16 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=4, Retention Rate=0.1, Avg. Rate=0.2132026.01 | 49.17 | 38.16 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=2,6, Retention Rate=0.2,0.1, Avg. Rate=0.1692026.01 | 50.4 | 39.39 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=6, Retention Rate=0.1, Avg. Rate=0.12026.01 | 51.59 | 37.63 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=2,6, Retention Rate=0.2,0.1, Avg. Rate=0.1692026.01 | 53.94 | 35.4 | |
| T-CAATransfer Pair=LLaVA->LLaVA-NEXT, Compression Layer=6, Retention Rate=0.1, Avg. Rate=0.12026.01 | 56.31 | 45.3 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=2,6, Retention Rate=0.3,0.15, Avg. Rate=0.2222026.01 | 60.04 | 46.09 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=4, Retention Rate=0.2, Avg. Rate=0.32026.01 | 61.74 | 47.78 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=2,6, Retention Rate=0.2,0.1, Avg. Rate=0.1692026.01 | 63.12 | 49.16 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=6, Retention Rate=0.1, Avg. Rate=0.12026.01 | 65.42 | 46.88 | |
| T-CAATransfer Pair=Qwen-VL->LLaVA, Compression Layer=4, Retention Rate=0.1, Avg. Rate=0.2132026.01 | 74.64 | 56.11 | |
| T-CAATransfer Pair=LLaVA->Qwen-VL, Compression Layer=4, Retention Rate=0.1, Avg. Rate=0.2132026.01 | 78.87 | 64.91 |