Attribution Faithfulness on ImageNet CLIP ViT-L (val)
0.3792Deletion ScoreEAC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EACTarget Model=CLIP (ViT-L), Variant=w/ Segment Anything2025.04 | 0.3792 | 0.4349 | 0.1566 | |
| SaliencyTarget Model=CLIP (ViT-L)2025.04 | 0.304 | 0.1938 | 0.101 | |
| iGOS++Target Model=CLIP (ViT-L)2025.04 | 0.2934 | 0.4467 | 0.2313 | |
| Kernel SHAPTarget Model=CLIP (ViT-L)2025.04 | 0.2808 | 0.3588 | 0.0699 | |
| LIMATarget Model=CLIP (ViT-L), Variant=w/ Segment Anything2025.04 | 0.1905 | 0.7151 | 0.2953 | |
| ViT-CXTarget Model=CLIP (ViT-L)2025.04 | 0.1779 | 0.4413 | 0.2076 | |
| RISETarget Model=CLIP (ViT-L)2025.04 | 0.1615 | 0.5345 | 0.3244 | |
| Integrated GradientsTarget Model=CLIP (ViT-L)2025.04 | 0.16 | 0.356 | 0.0881 | |
| HSIC-AttributionTarget Model=CLIP (ViT-L)2025.04 | 0.1565 | 0.4397 | 0.3232 | |
| Grad-ECLIPTarget Model=CLIP (ViT-L)2025.04 | 0.1374 | 0.4783 | 0.3205 | |
| Previous workTarget Model=CLIP (ViT-L)2025.04 | 0.1351 | 0.6752 | — | |
| LIMATarget Model=CLIP (ViT-L), Variant=w/ SLICO2025.04 | 0.0926 | 0.7441 | 0.3334 |