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ResearchFormerly WizWand

Explainable AI Attribution on ImageNet random subset of 1000 images

0.65ARCCGradCAM++
0.04680.20340.360.5166May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GradCAM++Backbone=ConvNext-Tiny, Variant=RefineCAM2026.050.65
LayerCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.050.64
LayerCAMBackbone=ConvNext-Tiny, Variant=Base2026.050.58
ShapleyCAMBackbone=ResNet18, Variant=RefineCAM2026.050.57
LayerCAMBackbone=ResNet18, Variant=RefineCAM2026.050.55
ScoreCAMBackbone=ResNet18, Variant=RefineCAM2026.050.54
DeepLiftBackbone=VGG11, Variant=Base2026.050.54
LayerCAMBackbone=ResNet18, Variant=Base2026.050.52
GradCAM++Backbone=ResNet18, Variant=RefineCAM2026.050.51
GuidedGradCAMBackbone=ResNet18, Variant=Base2026.050.51
ScoreCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.050.5
ShapleyCAMBackbone=VGG11, Variant=RefineCAM2026.050.49
ShapleyCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.050.48
GradCAM++Backbone=ConvNext-Tiny, Variant=Base2026.050.47
ShapleyCAMBackbone=VGG11, Variant=Base2026.050.44
GuidedGradCAMBackbone=ResNet18, Variant=RefineCAM2026.050.44
IntegratedGradsBackbone=VGG11, Variant=Base2026.050.44
GuidedGradCAMBackbone=VGG11, Variant=Base2026.050.42
ShapleyCAMBackbone=ResNet18, Variant=Base2026.050.42
ShapleyCAMBackbone=ConvNext-Tiny, Variant=Base2026.050.42
ScoreCAMBackbone=Swin-Tiny, Variant=Base2026.050.41
GuidedGradCAMBackbone=ConvNext-Tiny, Variant=Base2026.050.39
GuidedGradCAMBackbone=VGG11, Variant=RefineCAM2026.050.37
GradCAM++Backbone=ResNet18, Variant=Base2026.050.37
ScoreCAMBackbone=ResNet18, Variant=Base2026.050.37
DeepLiftBackbone=ResNet18, Variant=Base2026.050.37
GuidedGradCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.050.36
ScoreCAMBackbone=ConvNext-Tiny, Variant=RefineCAM2026.050.35
ScoreCAMBackbone=ConvNext-Tiny, Variant=Base2026.050.34
InputXGradientBackbone=VGG11, Variant=Base2026.050.33
IntegratedGradsBackbone=ResNet18, Variant=Base2026.050.33
LayerCAMBackbone=Swin-Tiny, Variant=Base2026.050.3
LayerCAMBackbone=VGG11, Variant=RefineCAM2026.050.29
ScoreCAMBackbone=VGG11, Variant=RefineCAM2026.050.29
LayerCAMBackbone=VGG11, Variant=Base2026.050.28
ShapleyCAMBackbone=Swin-Tiny, Variant=Base2026.050.28
GuidedGradCAMBackbone=Swin-Tiny, Variant=Base2026.050.28
GradCAM++Backbone=VGG11, Variant=RefineCAM2026.050.27
LayerCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.050.27
LIMEBackbone=Swin-Tiny, Variant=Base2026.050.26
KernelShapBackbone=VGG11, Variant=Base2026.050.25
ScoreCAMBackbone=VGG11, Variant=Base2026.050.24
InputXGradientBackbone=ResNet18, Variant=Base2026.050.23
GradCAM++Backbone=VGG11, Variant=Base2026.050.22
LIMEBackbone=ConvNext-Tiny, Variant=Base2026.050.22
KernelShapBackbone=ResNet18, Variant=Base2026.050.21
GuidedGradCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.050.19
LIMEBackbone=VGG11, Variant=Base2026.050.19
KernelShapBackbone=Swin-Tiny, Variant=Base2026.050.18
IntegratedGradsBackbone=ConvNext-Tiny, Variant=Base2026.050.18
KernelShapBackbone=ConvNext-Tiny, Variant=Base2026.050.18
IntegratedGradsBackbone=Swin-Tiny, Variant=Base2026.050.17
GradCAM++Backbone=Swin-Tiny, Variant=Base2026.050.15
LIMEBackbone=ResNet18, Variant=Base2026.050.14
InputXGradientBackbone=Swin-Tiny, Variant=Base2026.050.14
DeepLiftBackbone=ConvNext-Tiny, Variant=Base2026.050.14
InputXGradientBackbone=ConvNext-Tiny, Variant=Base2026.050.14
ShapleyCAMBackbone=Swin-Tiny, Variant=RefineCAM2026.050.09
GradCAM++Backbone=Swin-Tiny, Variant=RefineCAM2026.050.07
DeepLiftBackbone=Swin-Tiny, Variant=Base2026.050.07