Fidelity evaluation on Contrast agent application
0.931Fidelity ScoreGradCAM
Evaluation Results
| Method | Links | |
|---|---|---|
| GradCAMModel=Xception, Map alteration=No alter.2026.06 | 0.931 | |
| BPModel=Xception, Map alteration=+XRAI2026.06 | 0.93 | |
| IG(min)Model=Xception, Map alteration=+XRAI2026.06 | 0.923 | |
| BPModel=ResNet-50, Map alteration=+XRAI2026.06 | 0.918 | |
| IG(min)Model=ResNet-50, Map alteration=+XRAI2026.06 | 0.918 | |
| GradCAMModel=ResNet-50, Map alteration=No alter.2026.06 | 0.918 | |
| IG(min)Model=ResNet-50, Map alteration=+SG²2026.06 | 0.915 | |
| GradCAMModel=Xception, Map alteration=+XRAI2026.06 | 0.914 | |
| EGModel=Xception, Map alteration=+XRAI2026.06 | 0.911 | |
| GradCAMModel=Xception, Map alteration=+SG2026.06 | 0.911 | |
| GradCAMModel=Xception, Map alteration=+SG²2026.06 | 0.911 | |
| EGModel=ResNet-50, Map alteration=+XRAI2026.06 | 0.907 | |
| BPModel=Xception, Map alteration=+SG²2026.06 | 0.905 | |
| BPModel=ResNet-50, Map alteration=+SG²2026.06 | 0.904 | |
| EGModel=ResNet-50, Map alteration=+SG²2026.06 | 0.891 | |
| EGModel=Xception, Map alteration=+SG²2026.06 | 0.891 | |
| IG(min)Model=Xception, Map alteration=+SG²2026.06 | 0.876 | |
| IG(min)Model=ResNet-50, Map alteration=No alter.2026.06 | 0.875 | |
| GradCAMModel=ResNet-50, Map alteration=+XRAI2026.06 | 0.871 | |
| IG(min)Model=ResNet-50, Map alteration=+SG2026.06 | 0.846 | |
| GradCAMModel=ResNet-50, Map alteration=+SG²2026.06 | 0.846 | |
| GradCAMModel=ResNet-50, Map alteration=+SG2026.06 | 0.843 | |
| IG(min)Model=Xception, Map alteration=No alter.2026.06 | 0.837 | |
| DeconvModel=Xception, Map alteration=+XRAI2026.06 | 0.836 | |
| BPModel=ResNet-50, Map alteration=+SG2026.06 | 0.833 | |
| BPModel=ResNet-50, Map alteration=No alter.2026.06 | 0.827 | |
| EGModel=ResNet-50, Map alteration=No alter.2026.06 | 0.817 | |
| EGModel=ResNet-50, Map alteration=+SG2026.06 | 0.813 | |
| IG(max)Model=Xception, Map alteration=+XRAI2026.06 | 0.786 | |
| IG(min)Model=Xception, Map alteration=+SG2026.06 | 0.782 | |
| EGModel=Xception, Map alteration=+SG2026.06 | 0.781 | |
| EGModel=Xception, Map alteration=No alter.2026.06 | 0.777 | |
| DeconvModel=ResNet-50, Map alteration=+XRAI2026.06 | 0.771 | |
| BPModel=Xception, Map alteration=No alter.2026.06 | 0.764 | |
| BPModel=Xception, Map alteration=+SG2026.06 | 0.752 | |
| IG(max)Model=ResNet-50, Map alteration=+XRAI2026.06 | 0.728 | |
| DeconvModel=Xception, Map alteration=No alter.2026.06 | 0.679 | |
| DeconvModel=ResNet-50, Map alteration=No alter.2026.06 | 0.668 | |
| IG(max)Model=Xception, Map alteration=No alter.2026.06 | 0.665 | |
| IG(max)Model=ResNet-50, Map alteration=No alter.2026.06 | 0.646 | |
| RandomModel=ResNet-50, Map alteration=No alter.2026.06 | 0.615 | |
| RandomModel=Xception, Map alteration=No alter.2026.06 | 0.551 |