Visual Attribution on ImaGenome MedGround-Bench-Direct
54.24Mean IoUMedFocus
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedFocusMethod Category=Perturbation-based Methods2026.05 | 54.24 | 67.54 | 64.47 | 80.58 | |
| Gradient-weighted AttnMethod Category=Gradient-based Methods2026.05 | 39.24 | 54.8 | 39.25 | 99.9 | |
| Prompting + MedSAMMethod Category=Prompting-based Methods2026.05 | 37.62 | 50.56 | 46.62 | 74.64 | |
| GradCAMMethod Category=Gradient-based Methods2026.05 | 34.47 | 49.1 | 44.81 | 80.62 | |
| GradCAM++Method Category=Gradient-based Methods2026.05 | 30.54 | 44.07 | 44.4 | 65.42 | |
| OcclusionMethod Category=Perturbation-based Methods2026.05 | 22.16 | 33.48 | 60.25 | 36.72 | |
| RISEMethod Category=Perturbation-based Methods2026.05 | 19.17 | 30.84 | 50.35 | 24.18 | |
| Attention HeadMethod Category=Attention-based Methods2026.05 | 15.87 | 26.1 | 48.17 | 19.12 | |
| Integrated GradientsMethod Category=Gradient-based Methods2026.05 | 11.71 | 19.13 | 46.39 | 13.45 | |
| PromptingMethod Category=Prompting-based Methods2026.05 | 8.24 | 12.17 | 15.24 | 17.73 | |
| LRPMethod Category=Attention-based Methods2026.05 | 5.67 | 10.15 | 22.61 | 6.84 | |
| Attention RolloutMethod Category=Attention-based Methods2026.05 | 2.7 | 5.05 | 12.7 | 3.3 |