Explainable AI Attribution on ImageNet random subset of 1000 images
0.65ARCCGradCAM++
Evaluation Results
| Method | Links | |
|---|---|---|
| GradCAM++Backbone=ConvNext-Tiny, Variant=RefineCAM2026.05 | 0.65 | |
| LayerCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.05 | 0.64 | |
| LayerCAMBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.58 | |
| ShapleyCAMBackbone=ResNet18, Variant=RefineCAM2026.05 | 0.57 | |
| LayerCAMBackbone=ResNet18, Variant=RefineCAM2026.05 | 0.55 | |
| ScoreCAMBackbone=ResNet18, Variant=RefineCAM2026.05 | 0.54 | |
| DeepLiftBackbone=VGG11, Variant=Base2026.05 | 0.54 | |
| LayerCAMBackbone=ResNet18, Variant=Base2026.05 | 0.52 | |
| GradCAM++Backbone=ResNet18, Variant=RefineCAM2026.05 | 0.51 | |
| GuidedGradCAMBackbone=ResNet18, Variant=Base2026.05 | 0.51 | |
| ScoreCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.05 | 0.5 | |
| ShapleyCAMBackbone=VGG11, Variant=RefineCAM2026.05 | 0.49 | |
| ShapleyCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.05 | 0.48 | |
| GradCAM++Backbone=ConvNext-Tiny, Variant=Base2026.05 | 0.47 | |
| ShapleyCAMBackbone=VGG11, Variant=Base2026.05 | 0.44 | |
| GuidedGradCAMBackbone=ResNet18, Variant=RefineCAM2026.05 | 0.44 | |
| IntegratedGradsBackbone=VGG11, Variant=Base2026.05 | 0.44 | |
| GuidedGradCAMBackbone=VGG11, Variant=Base2026.05 | 0.42 | |
| ShapleyCAMBackbone=ResNet18, Variant=Base2026.05 | 0.42 | |
| ShapleyCAMBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.42 | |
| ScoreCAMBackbone=Swin-Tiny, Variant=Base2026.05 | 0.41 | |
| GuidedGradCAMBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.39 | |
| GuidedGradCAMBackbone=VGG11, Variant=RefineCAM2026.05 | 0.37 | |
| GradCAM++Backbone=ResNet18, Variant=Base2026.05 | 0.37 | |
| ScoreCAMBackbone=ResNet18, Variant=Base2026.05 | 0.37 | |
| DeepLiftBackbone=ResNet18, Variant=Base2026.05 | 0.37 | |
| GuidedGradCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.05 | 0.36 | |
| ScoreCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.05 | 0.35 | |
| ScoreCAMBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.34 | |
| InputXGradientBackbone=VGG11, Variant=Base2026.05 | 0.33 | |
| IntegratedGradsBackbone=ResNet18, Variant=Base2026.05 | 0.33 | |
| LayerCAMBackbone=Swin-Tiny, Variant=Base2026.05 | 0.3 | |
| LayerCAMBackbone=VGG11, Variant=RefineCAM2026.05 | 0.29 | |
| ScoreCAMBackbone=VGG11, Variant=RefineCAM2026.05 | 0.29 | |
| LayerCAMBackbone=VGG11, Variant=Base2026.05 | 0.28 | |
| ShapleyCAMBackbone=Swin-Tiny, Variant=Base2026.05 | 0.28 | |
| GuidedGradCAMBackbone=Swin-Tiny, Variant=Base2026.05 | 0.28 | |
| GradCAM++Backbone=VGG11, Variant=RefineCAM2026.05 | 0.27 | |
| LayerCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.05 | 0.27 | |
| LIMEBackbone=Swin-Tiny, Variant=Base2026.05 | 0.26 | |
| KernelShapBackbone=VGG11, Variant=Base2026.05 | 0.25 | |
| ScoreCAMBackbone=VGG11, Variant=Base2026.05 | 0.24 | |
| InputXGradientBackbone=ResNet18, Variant=Base2026.05 | 0.23 | |
| GradCAM++Backbone=VGG11, Variant=Base2026.05 | 0.22 | |
| LIMEBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.22 | |
| KernelShapBackbone=ResNet18, Variant=Base2026.05 | 0.21 | |
| GuidedGradCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.05 | 0.19 | |
| LIMEBackbone=VGG11, Variant=Base2026.05 | 0.19 | |
| KernelShapBackbone=Swin-Tiny, Variant=Base2026.05 | 0.18 | |
| IntegratedGradsBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.18 | |
| KernelShapBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.18 | |
| IntegratedGradsBackbone=Swin-Tiny, Variant=Base2026.05 | 0.17 | |
| GradCAM++Backbone=Swin-Tiny, Variant=Base2026.05 | 0.15 | |
| LIMEBackbone=ResNet18, Variant=Base2026.05 | 0.14 | |
| InputXGradientBackbone=Swin-Tiny, Variant=Base2026.05 | 0.14 | |
| DeepLiftBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.14 | |
| InputXGradientBackbone=ConvNext-Tiny, Variant=Base2026.05 | 0.14 | |
| ShapleyCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.05 | 0.09 | |
| GradCAM++Backbone=Swin-Tiny, Variant=RefineCAM2026.05 | 0.07 | |
| DeepLiftBackbone=Swin-Tiny, Variant=Base2026.05 | 0.07 |