XAI Faithfulness (Insertion) on COCO (val)
83.404AUCEAC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EACTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 83.404 | 0.012 | |
| LIMETarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 79.028 | 0.061 | |
| DeepLIFTTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 78.199 | 0 | |
| FeatAblTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 72.26 | 0 | |
| IntGradTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 65.037 | 0 | |
| GradSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 61.109 | 0.212 | |
| KernelSHAPTarget Model=ResNet-50, Protocol=Superpixel-based2023.05 | 54.57 | 0.004 | |
| GradSHAP*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 21.643 | 0.094 | |
| IntGrad*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 13.755 | 0 | |
| DeepLIFT*Target Model=ResNet-50, Protocol=Postprocessing-based2023.05 | 8.58 | 0 |