Visual Attribution on General evaluation datasets
0.4Inference Time (s)LRP
Evaluation results
| Method | Links | |
|---|---|---|
| LRPMethod category=Attention-based2026.05 | 0.4 | |
| Attention HeadMethod category=Attention-based2026.05 | 0.42 | |
| Attention RolloutMethod category=Attention-based2026.05 | 0.43 | |
| GradCAMMethod category=Gradient-based2026.05 | 0.53 | |
| Gradient-weighted Attn.Method category=Gradient-based2026.05 | 0.6 | |
| GradCAM++Method category=Gradient-based2026.05 | 0.61 | |
| Prompting + MedSAMMethod category=Prompting-based2026.05 | 0.98 | |
| PromptingMethod category=Prompting-based2026.05 | 1.09 | |
| MedFocusMethod category=Perturbation-based2026.05 | 1.65 | |
| RISEMethod category=Perturbation-based2026.05 | 2.49 | |
| OcclusionMethod category=Perturbation-based2026.05 | 2.64 | |
| Integrated GradientsMethod category=Gradient-based2026.05 | 7.6 |