Adversarial Attack on ImageNet (BERTScore F1)
0.954BERTScore F1 (c=0.002)FDA
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FDATarget Model=LLaVa-1.52026.07 | 0.954 | 0.946 | 0.945 | 0.944 | 0.939 | 0.942 | 0.939 | |
| DRATarget Model=LLaVa-1.52026.07 | 0.951 | 0.94 | 0.935 | 0.932 | 0.926 | 0.914 | 0.915 | |
| SSPATarget Model=LLaVa-1.52026.07 | 0.949 | 0.947 | 0.936 | 0.934 | 0.933 | 0.928 | 0.934 | |
| DRATarget Model=Qwen2.5-VL2026.07 | 0.938 | 0.943 | 0.936 | 0.934 | 0.935 | 0.936 | 0.931 | |
| FDATarget Model=Qwen2.5-VL2026.07 | 0.933 | 0.928 | 0.929 | 0.925 | 0.922 | 0.918 | 0.918 | |
| EGATarget Model=LLaVa-1.52026.07 | 0.933 | 0.922 | 0.918 | 0.913 | 0.903 | 0.885 | 0.875 | |
| FDATarget Model=Gemma 32026.07 | 0.927 | 0.924 | 0.923 | 0.919 | 0.923 | 0.921 | 0.918 | |
| SSPATarget Model=Qwen2.5-VL2026.07 | 0.926 | 0.928 | 0.919 | 0.922 | 0.917 | 0.913 | 0.916 | |
| BSATarget Model=LLaVa-1.52026.07 | 0.926 | 0.911 | 0.902 | 0.895 | 0.892 | 0.886 | 0.884 | |
| SSPATarget Model=Gemma 32026.07 | 0.923 | 0.918 | 0.916 | 0.913 | 0.913 | 0.905 | 0.909 | |
| CETarget Model=LLaVa-1.52026.07 | 0.921 | 0.916 | 0.911 | 0.909 | 0.907 | 0.888 | 0.883 | |
| DRATarget Model=Gemma 32026.07 | 0.919 | 0.918 | 0.914 | 0.911 | 0.908 | 0.909 | 0.903 | |
| SSGRATarget Model=LLaVa-1.52026.07 | 0.916 | 0.912 | 0.882 | 0.837 | 0.853 | 0.819 | 0.816 | |
| EGATarget Model=Gemma 32026.07 | 0.911 | 0.918 | 0.908 | 0.907 | 0.901 | 0.908 | 0.902 | |
| BSATarget Model=Gemma 32026.07 | 0.905 | 0.89 | 0.88 | 0.87 | 0.861 | 0.856 | 0.847 | |
| SSGRATarget Model=Gemma 32026.07 | 0.903 | 0.883 | 0.873 | 0.868 | 0.858 | 0.855 | 0.849 | |
| EGATarget Model=Qwen2.5-VL2026.07 | 0.896 | 0.883 | 0.883 | 0.865 | 0.872 | 0.856 | 0.865 | |
| BSATarget Model=Qwen2.5-VL2026.07 | 0.895 | 0.877 | 0.874 | 0.864 | 0.861 | 0.856 | 0.845 | |
| CETarget Model=Qwen2.5-VL2026.07 | 0.886 | 0.884 | 0.873 | 0.875 | 0.871 | 0.865 | 0.856 | |
| CETarget Model=Gemma 32026.07 | 0.886 | 0.883 | 0.879 | 0.879 | 0.877 | 0.881 | 0.867 | |
| SSGRATarget Model=Qwen2.5-VL2026.07 | 0.816 | 0.768 | 0.743 | 0.704 | 0.754 | 0.687 | 0.724 |