Visual Attribution on VinDR-CXR MedGround-Bench-Direct
14.81IoUMedFocus
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MedFocusMethod Category=Perturbation-based Methods2026.05 | 14.81 | 23.04 | 15.87 | 80.99 | |
| OcclusionMethod Category=Perturbation-based Methods2026.05 | 13.62 | 21.28 | 22.13 | 43.81 | |
| RISEMethod Category=Perturbation-based Methods2026.05 | 10.14 | 16.69 | 14.21 | 36.69 | |
| Integrated GradientsMethod Category=Gradient-based Methods2026.05 | 9.38 | 14.96 | 15.1 | 30.42 | |
| GradCAMMethod Category=Gradient-based Methods2026.05 | 8.53 | 14.36 | 11.95 | 68.91 | |
| Prompting + MedSAMMethod Category=Prompting-based Methods2026.05 | 8.33 | 13.78 | 9.11 | 86.08 | |
| Gradient-weighted AttnMethod Category=Gradient-based Methods2026.05 | 7.73 | 13.26 | 7.73 | 100 | |
| GradCAM++Method Category=Gradient-based Methods2026.05 | 7.4 | 12.61 | 9.36 | 60.64 | |
| Attention HeadMethod Category=Attention-based Methods2026.05 | 6.93 | 11.8 | 11.09 | 23.53 | |
| PromptingMethod Category=Prompting-based Methods2026.05 | 2.45 | 4.04 | 3.24 | 12.22 | |
| LRPMethod Category=Attention-based Methods2026.05 | 1.93 | 3.42 | 3.39 | 7.34 | |
| Attention RolloutMethod Category=Attention-based Methods2026.05 | 0.7 | 1.3 | 1.58 | 1.67 |