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XAI Evaluation on ImageNet-S (val)

6.029Selection Score

Feature Ablation

Updated 2d ago

Evaluation Results

Method
Feature Ablation 2026.01	6.029	0.479	0.624	12.3	1.25	0.859
GradCAM 2026.01	6.006	0.356	0.638	6	0.899	1.123
GradCAM++ 2026.01	5.955	0.564	0.827	13	1.245	0.401
SplitGrad (α 0.4) 2026.01	5.633	0.613	0.873	14.8	1.461	0.364
Deconvolution 2026.01	5.435	0.468	0.629	20.4	1.715	0.956
Occlusion 2026.01	5.214	0.499	0.716	13	1.217	0.699
SplitLRP (sc, wta) 2026.01	5.168	0.588	0.871	15.1	1.473	0.282
Guided GradCAM 2026.01	5.13	-2.635	0.843	17.9	1.415	0.947
SplitGrad (α 0.5, wta) 2026.01	4.948	0.543	0.899	16.2	1.527	0.617
Integrated Gradients 2026.01	4.838	0.554	0.797	26.2	1.851	1.069
Gradient SHAP 2026.01	4.808	0.552	0.783	26.1	1.862	1.142
SplitGrad (α 0.4, wta) 2026.01	4.735	0.635	0.883	18.6	1.756	0.651
SplitCAM (sc, α 0.4) 2026.01	4.72	0.651	0.912	21.3	1.794	0.389
SplitCAM (sc, α 0.4, wta) 2026.01	4.711	0.635	0.938	16.5	1.59	0.456
SplitCAM (sc, α 0.5, wta) 2026.01	4.608	0.607	0.903	18.5	1.684	0.566
DeepLift 2026.01	4.447	0.551	0.726	28.1	1.945	1.053
SplitLRP (sc) 2026.01	4.393	0.6	0.823	16.6	1.656	0.291
Guided GradCAM 2026.01	4.301	-0.053	0.857	16.1	1.459	1.047
Guided Backprop 2026.01	3.448	0.614	0.887	24	2.091	0.375
SplitGrad (α 0.4) 2026.01	3.429	0.533	0.82	23.5	2.119	0.851
SplitGrad (α 0.5, wta) 2026.01	3.379	0.551	0.859	26.1	2.22	0.869
SplitGrad (α 0.4, wta) 2026.01	3.287	0.54	0.818	24.9	2.186	0.857
Guided Backprop 2026.01	3.276	0.632	0.883	28.1	2.302	0.571
SplitLRP (sc, wta) 2026.01	3.235	-0.036	0.836	29.6	2.291	0.866
SplitLRP (sc) 2026.01	3.062	0.092	0.857	29.6	2.29	0.865
SplitCAM (sc, α 0.5, wta) 2026.01	2.766	0.536	0.823	30.3	2.416	1.056
SplitCAM (sc, α 0.4, wta) 2026.01	2.761	0.543	0.827	30.3	2.414	1.056
SplitCAM (sc, α 0.4) 2026.01	2.727	0.563	0.836	30	2.404	1.012