Explanation Faithfulness on ImageNet 2015 (test)
0.806AOPCSVO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SVOBackbone=ResNet-502025.12 | 0.806 | -6.036 | 0.5193 | |
| SVOBackbone=ViT-B2025.12 | 0.803 | -5.987 | 0.5196 | |
| HarsanyiNetBackbone=Custom CNN2025.12 | 0.798 | -5.903 | 0.5147 | |
| BagNetBackbone=Custom CNN2025.12 | 0.794 | -5.864 | 0.5124 | |
| TokenTMBackbone=ViT-B2025.12 | 0.755 | -5.668 | 0.4827 | |
| B-cosifiedBackbone=ResNet-502025.12 | 0.718 | -5.489 | 0.4207 | |
| B-cosBackbone=ResNet-502025.12 | 0.717 | -5.486 | 0.4175 | |
| CheferLRPBackbone=ViT-B2025.12 | 0.715 | -5.587 | 0.4411 | |
| B-cosBackbone=ViT-B2025.12 | 0.714 | -5.474 | 0.4334 | |
| B-cosifiedBackbone=ViT-B2025.12 | 0.712 | -5.473 | 0.4323 | |
| GAMEBackbone=ViT-B2025.12 | 0.707 | -5.391 | 0.4353 | |
| IDGIBackbone=ResNet-502025.12 | 0.706 | -5.225 | 0.4057 | |
| FastSHAPBackbone=ResNet-502025.12 | 0.683 | -4.976 | 0.3197 | |
| ViTShapleyBackbone=ViT-B2025.12 | 0.676 | -5.056 | 0.4095 | |
| RolloutBackbone=ViT-B2025.12 | 0.671 | -5.186 | 0.2887 | |
| ATTCATBackbone=ViT-B2025.12 | 0.647 | -4.387 | 0.3454 | |
| IGBackbone=ResNet-502025.12 | 0.643 | -4.689 | 0.2929 | |
| X-DNNsBackbone=ResNet-502025.12 | 0.636 | -4.678 | 0.2703 | |
| Grad-CAMBackbone=ResNet-502025.12 | 0.604 | -4.275 | 0.2182 | |
| CAEBackbone=ResNet-502025.12 | 0.601 | -4.107 | 0.2224 | |
| ProtoPNetBackbone=ResNet-502025.12 | 0.577 | -4.075 | 0.2053 | |
| Grad-CAMBackbone=ViT-B2025.12 | 0.547 | -4.179 | 0.1187 |