XAI Fidelity Evaluation on ImageNet vehicles
74.6Fidelity ScoreEG
Evaluation results
| Method | Links | |
|---|---|---|
| EGModel=DenseNet-121, Saliency map alteration=+SG2026.06 | 74.6 | |
| EGModel=DenseNet-121, Saliency map alteration=+SG²2026.06 | 74.3 | |
| EGModel=ResNet-18, Saliency map alteration=+SG2026.06 | 73.7 | |
| EGModel=ResNet-18, Saliency map alteration=+SG²2026.06 | 72.7 | |
| EGModel=DenseNet-121, Saliency map alteration=No alter.2026.06 | 72.7 | |
| BPModel=ResNet-18, Saliency map alteration=+SG2026.06 | 72.5 | |
| IG(zero)Model=ResNet-18, Saliency map alteration=+SG2026.06 | 72.3 | |
| IG(zero)Model=ResNet-18, Saliency map alteration=+SG²2026.06 | 72 | |
| BPModel=DenseNet-121, Saliency map alteration=+SG2026.06 | 72 | |
| IG(zero)Model=DenseNet-121, Saliency map alteration=+SG²2026.06 | 72 | |
| IG(zero)Model=DenseNet-121, Saliency map alteration=+SG2026.06 | 71.9 | |
| DeconvModel=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 71.6 | |
| EGModel=ResNet-18, Saliency map alteration=No alter.2026.06 | 71.4 | |
| BPModel=ResNet-18, Saliency map alteration=+SG²2026.06 | 71.3 | |
| IG(max)Model=DenseNet-121, Saliency map alteration=+SG2026.06 | 71.1 | |
| IG(max)Model=ResNet-18, Saliency map alteration=+SG2026.06 | 70.6 | |
| BPModel=DenseNet-121, Saliency map alteration=+SG²2026.06 | 70.4 | |
| EGModel=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 70.3 | |
| IG(zero)Model=DenseNet-121, Saliency map alteration=No alter.2026.06 | 70.3 | |
| IG(max)Model=DenseNet-121, Saliency map alteration=+SG²2026.06 | 70 | |
| IG(max)Model=ResNet-18, Saliency map alteration=+SG²2026.06 | 69.9 | |
| IG(zero)Model=ResNet-18, Saliency map alteration=No alter.2026.06 | 69.8 | |
| EGModel=ResNet-18, Saliency map alteration=+XRAI2026.06 | 69.7 | |
| IG(max)Model=ResNet-18, Saliency map alteration=+XRAI2026.06 | 69.1 | |
| GradCAMModel=ResNet-18, Saliency map alteration=+XRAI2026.06 | 68.8 | |
| IG(max)Model=ResNet-18, Saliency map alteration=No alter.2026.06 | 68.6 | |
| IG(max)Model=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 68.6 | |
| IG(max)Model=DenseNet-121, Saliency map alteration=No alter.2026.06 | 68.5 | |
| GradCAMModel=DenseNet-121, Saliency map alteration=+SG²2026.06 | 68.5 | |
| IG(zero)Model=ResNet-18, Saliency map alteration=+XRAI2026.06 | 68.4 | |
| GradCAMModel=DenseNet-121, Saliency map alteration=+SG2026.06 | 68.4 | |
| GradCAMModel=ResNet-18, Saliency map alteration=No alter.2026.06 | 68.3 | |
| IG(min)Model=DenseNet-121, Saliency map alteration=+SG²2026.06 | 68.2 | |
| DeconvModel=DenseNet-121, Saliency map alteration=No alter.2026.06 | 68 | |
| DeconvModel=DenseNet-121, Saliency map alteration=+SG2026.06 | 67.9 | |
| IG(min)Model=DenseNet-121, Saliency map alteration=+SG2026.06 | 67.8 | |
| DeconvModel=DenseNet-121, Saliency map alteration=+SG²2026.06 | 67.7 | |
| IG(zero)Model=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 67.7 | |
| GradCAMModel=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 67.7 | |
| GradCAMModel=ResNet-18, Saliency map alteration=+SG2026.06 | 67.6 | |
| GradCAMModel=ResNet-18, Saliency map alteration=+SG²2026.06 | 67.6 | |
| GradCAMModel=DenseNet-121, Saliency map alteration=No alter.2026.06 | 67.5 | |
| IG(min)Model=ResNet-18, Saliency map alteration=+SG²2026.06 | 66.9 | |
| IG(min)Model=ResNet-18, Saliency map alteration=+SG2026.06 | 66.7 | |
| DeconvModel=ResNet-18, Saliency map alteration=+SG2026.06 | 65.8 | |
| IG(min)Model=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 65.6 | |
| IG(min)Model=ResNet-18, Saliency map alteration=+XRAI2026.06 | 65 | |
| IG(min)Model=DenseNet-121, Saliency map alteration=No alter.2026.06 | 63.8 | |
| DeconvModel=ResNet-18, Saliency map alteration=No alter.2026.06 | 63.5 | |
| IG(min)Model=ResNet-18, Saliency map alteration=No alter.2026.06 | 63.5 | |
| DeconvModel=ResNet-18, Saliency map alteration=+SG²2026.06 | 63.3 | |
| DeconvModel=ResNet-18, Saliency map alteration=+XRAI2026.06 | 63.2 | |
| BPModel=ResNet-18, Saliency map alteration=No alter.2026.06 | 61.4 | |
| BPModel=DenseNet-121, Saliency map alteration=No alter.2026.06 | 61.1 | |
| BPModel=ResNet-18, Saliency map alteration=+XRAI2026.06 | 60.3 | |
| RandomModel=DenseNet-121, Saliency map alteration=No alter.2026.06 | 59.6 | |
| RandomModel=ResNet-18, Saliency map alteration=No alter.2026.06 | 59.5 | |
| BPModel=DenseNet-121, Saliency map alteration=+XRAI2026.06 | 59.2 |