Attribution Faithfulness on ImageNet ImageBind Huge (val)
0.3888Deletion ScoreEAC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EACTarget Model=ImageBind (Huge), Variant=w/ Segment Anything2025.04 | 0.3888 | 0.4564 | 0.274 | |
| SaliencyTarget Model=ImageBind (Huge)2025.04 | 0.3857 | 0.3473 | 0.1807 | |
| Kernel SHAPTarget Model=ImageBind (Huge)2025.04 | 0.3736 | 0.4714 | 0.0931 | |
| iGOS++Target Model=ImageBind (Huge)2025.04 | 0.2658 | 0.4417 | 0.2371 | |
| LIMATarget Model=ImageBind (Huge), Variant=w/ Segment Anything2025.04 | 0.221 | 0.7341 | 0.3492 | |
| ViT-CXTarget Model=ImageBind (Huge)2025.04 | 0.1987 | 0.4277 | 0.3377 | |
| HSIC-AttributionTarget Model=ImageBind (Huge)2025.04 | 0.1875 | 0.4407 | 0.3413 | |
| RISETarget Model=ImageBind (Huge)2025.04 | 0.1528 | 0.4699 | 0.3459 | |
| Integrated GradientsTarget Model=ImageBind (Huge)2025.04 | 0.1405 | 0.5577 | 0.1919 | |
| Previous workTarget Model=ImageBind (Huge)2025.04 | 0.1378 | 0.6652 | — | |
| LIMATarget Model=ImageBind (Huge), Variant=w/ SLICO2025.04 | 0.128 | 0.7463 | 0.3551 |