XAI Faithfulness (Deletion) on ImageNet (val)
46.015AUCIntGrad*
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IntGrad*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 46.015 | 0 | |
| GradSHAP*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 44.83 | 0.246 | |
| GradSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 40.996 | 0.061 | |
| DeepLIFT*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 40.62 | 0 | |
| FeatAblTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 37.332 | 0 | |
| IntGradTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 36.214 | 0 | |
| KernelSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 26.583 | 0.034 | |
| LIMETarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 25.307 | 0.064 | |
| DeepLIFTTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 25.262 | 0 | |
| EACTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 23.799 | 0.005 |