Visual Attribution on PadChest-GR MedGround-Bench-Direct
0.3277mIoUMedFocus
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedFocusMethod Category=Perturbation-based Methods2026.05 | 0.3277 | 0.4544 | 0.4015 | 0.7651 | |
| Gradient-weighted AttnMethod Category=Gradient-based Methods2026.05 | 0.2273 | 0.3421 | 0.2273 | 1 | |
| Prompting + MedSAMMethod Category=Prompting-based Methods2026.05 | 0.2176 | 0.3229 | 0.2322 | 0.8552 | |
| OcclusionMethod Category=Perturbation-based Methods2026.05 | 0.2056 | 0.312 | 0.4403 | 0.4072 | |
| GradCAMMethod Category=Gradient-based Methods2026.05 | 0.2033 | 0.3122 | 0.2601 | 0.7836 | |
| GradCAM++Method Category=Gradient-based Methods2026.05 | 0.1828 | 0.2809 | 0.2593 | 0.6296 | |
| RISEMethod Category=Perturbation-based Methods2026.05 | 0.168 | 0.2689 | 0.3376 | 0.2945 | |
| Attention HeadMethod Category=Attention-based Methods2026.05 | 0.1433 | 0.233 | 0.3142 | 0.2353 | |
| Integrated GradientsMethod Category=Gradient-based Methods2026.05 | 0.1306 | 0.2012 | 0.3385 | 0.2073 | |
| PromptingMethod Category=Prompting-based Methods2026.05 | 0.0755 | 0.1147 | 0.1303 | 0.1802 | |
| LRPMethod Category=Attention-based Methods2026.05 | 0.0412 | 0.0718 | 0.1179 | 0.0689 | |
| Attention RolloutMethod Category=Attention-based Methods2026.05 | 0.0277 | 0.0506 | 0.0929 | 0.0417 |