XAI Attribution on ImageNet-S (val)
0.651Attribution LocalizationSplitCAM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SplitCAMLayer=(12, g), Abs=n, Select.=n, sc=true, alpha=0.4, Backbone=VGG162026.01 | 0.651 | 0.912 | 0.213 | 1.794 | 0.389 | |
| SplitCAMLayer=(26, +, g), Abs=y, Select.=y, sc=true, alpha=0.4, wta=true, Backbone=VGG162026.01 | 0.635 | 0.938 | 0.165 | 1.59 | 0.456 | |
| SplitGradLayer=(12, +, g), Abs=n, Select.=n, alpha=0.4, wta=true, Backbone=VGG162026.01 | 0.635 | 0.883 | 0.186 | 1.756 | 0.651 | |
| Guided BackpropLayer=2, Select.=n, Backbone=VGG162026.01 | 0.632 | 0.883 | 0.281 | 2.302 | 0.571 | |
| LRPLayer=0, Select.=n, gamma=0.25, Backbone=VGG162026.01 | 0.615 | 0.68 | 0.218 | 1.918 | 0.519 | |
| Guided BackpropLayer=5, Select.=n, Backbone=VGG162026.01 | 0.614 | 0.887 | 0.24 | 2.091 | 0.375 | |
| SplitLRPLayer=(26, pos), Abs=y, Select.=y, sc=true, wta=true, Backbone=VGG162026.01 | 0.588 | 0.871 | 0.151 | 1.473 | 0.282 | |
| LayerCAMLayer=2, Select.=-, Backbone=VGG162026.01 | 0.58 | 0.855 | 0.3 | 2.191 | 5.508 | |
| LRPLayer=14, Select.=n, gamma=0.25, Backbone=VGG162026.01 | 0.577 | 0.611 | 0.279 | 2.255 | 0.491 | |
| LayerCAMLayer=14, Select.=-, Backbone=VGG162026.01 | 0.576 | 0.798 | 0.317 | 2.474 | 2.656 | |
| GradCAM++Layer=30, Select.=n, Backbone=VGG162026.01 | 0.564 | 0.827 | 0.13 | 1.245 | 0.401 | |
| SplitCAMLayer=(14, g), Abs=n, Select.=n, sc=true, alpha=0.4, Backbone=VGG162026.01 | 0.563 | 0.836 | 0.3 | 2.404 | 1.012 | |
| Integrated GradientsLayer=0, Select.=y, Backbone=VGG162026.01 | 0.554 | 0.797 | 0.262 | 1.851 | 1.069 | |
| Gradient SHAPLayer=0, Select.=y, Backbone=VGG162026.01 | 0.552 | 0.783 | 0.261 | 1.862 | 1.142 | |
| DeepLiftLayer=0, Select.=y, Backbone=VGG162026.01 | 0.551 | 0.726 | 0.281 | 1.945 | 1.053 | |
| SplitGradLayer=(14, +, g), Abs=y, Select.=y, alpha=0.4, wta=true, Backbone=VGG162026.01 | 0.54 | 0.818 | 0.249 | 2.186 | 0.857 | |
| OcclusionLayer=0, Select.=y, Backbone=VGG162026.01 | 0.499 | 0.716 | 0.13 | 1.217 | 0.699 | |
| Feature AblationLayer=0, Select.=y, Backbone=VGG162026.01 | 0.479 | 0.624 | 0.123 | 1.25 | 0.859 | |
| Random BaselineLayer=0, Select.=y, Backbone=VGG162026.01 | 0.425 | 0.458 | 0.203 | 1.585 | — |