XAI Faithfulness (Insertion) on ImageNet (val)
83.4AUCEAC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EACTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 83.4 | 0.023 | |
| LIMETarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 76.638 | 0.027 | |
| DeepLIFTTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 75.235 | 0 | |
| FeatAblTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 70.187 | 0 | |
| IntGradTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 68.772 | 0 | |
| GradSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 64.658 | 0.035 | |
| KernelSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 64.544 | 0.002 | |
| IntGrad*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 15.12 | 0 | |
| GradSHAP*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 14.794 | 0.067 | |
| DeepLIFT*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 14.707 | 0 |