Attribution Faithfulness on ImageNet LanguageBind Large (val)
0.2237Deletion ScoreSaliency
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SaliencyTarget Model=LanguageBind (Large)2025.04 | 0.2237 | 0.2379 | 0.2395 | |
| LIMATarget Model=LanguageBind (Large), Variant=w/ Segment Anything2025.04 | 0.2228 | 0.669 | 0.3648 | |
| Kernel SHAPTarget Model=LanguageBind (Large)2025.04 | 0.2104 | 0.3109 | 0.0998 | |
| EACTarget Model=LanguageBind (Large), Variant=w/ Segment Anything2025.04 | 0.1563 | 0.434 | 0.2848 | |
| ViT-CXTarget Model=LanguageBind (Large)2025.04 | 0.1303 | 0.3486 | 0.1015 | |
| RISETarget Model=LanguageBind (Large)2025.04 | 0.1145 | 0.475 | 0.2764 | |
| HSIC-AttributionTarget Model=LanguageBind (Large)2025.04 | 0.1034 | 0.407 | 0.4132 | |
| Previous workTarget Model=LanguageBind (Large)2025.04 | 0.0885 | 0.5082 | — | |
| Integrated GradientsTarget Model=LanguageBind (Large)2025.04 | 0.0699 | 0.2733 | 0.1422 | |
| LIMATarget Model=LanguageBind (Large), Variant=w/ SLICO2025.04 | 0.0642 | 0.6058 | 0.4096 |