Saliency Map Evaluation on ImageNet-S50 (test) benchmark leaderboard · SOTA2 Research

Saliency Map Evaluation on ImageNet-S50 (test)

95.3Pointing GameSRD-input

Evaluation Results

Method	Links
SRD-input2026.05		95.3	57.6	72.4	0.082	10.4
SRD-high2026.05		95.2	57.9	62.8	0.142	37.5
SRD-high2026.05		94.8	56.6	62.9	0.206	40.6
GradCAM2026.05		94.6	42.4	41.1	0.128	75.7
XGradCAM2026.05		94.6	42.4	41.1	0.126	75.3
SRD-low2026.05		94.6	54.4	68.2	0.13	60
GradCAM2026.05		94.5	43.1	46.6	0.175	58.3
GradCAM++2026.05		94.5	41.4	38.6	0.129	73.2
SRD-low2026.05		94.5	42.4	43.7	0.179	59.5
LayerCAM-high2026.05		94.1	42.3	34.9	0.135	48.6
Fullgrad2026.05		93.8	38.7	26.2	0.123	68.9
ScoreCAM2026.05		93.7	58.2	34.2	0.167	62.2
AblationCAM2026.05		93.4	39.4	32.9	0.133	81.4
LayerCAM-low2026.05		93.4	41.1	37.9	0.128	73.4
GradCAM++2026.05		93.2	42.9	35.1	0.176	57
AblationCAM2026.05		92.8	48.1	49.3	0.189	62.2
SRD-input2026.05		92.5	56.1	78.8	0.069	9.9
ScoreCAM2026.05		91.6	38.1	31.3	0.123	82.7
XGradCAM2026.05		89.6	40.6	44.6	0.181	57.6
GuidedBackprop2026.05		89.2	48	71.1	0.022	10
Smoothgrad2026.05		88.8	39.6	55.6	-0.002	16.6
GuidedBackprop2026.05		87.1	49.8	74.1	0.022	11.2
InteGrad2026.05		86.9	41.6	61.8	-0.017	17.5
LayerCAM-low2026.05		86.9	42.5	44.6	0.175	45
LayerCAM-high2026.05		86.5	43.5	40.1	0.199	42.3
LRPz+2026.05		85.5	45.6	53.5	0.098	18.2
Smoothgrad2026.05		84.5	36.3	53.6	-0.005	19
Fullgrad2026.05		79.6	36.2	33.4	0.107	20.3
Saliency2026.05		79.3	39.4	49.4	0.093	18.1
GradInput2026.05		78.1	38.7	63	-0.013	18.1
InteGrad2026.05		75.9	38.2	61.4	-0.016	17.1
Saliency2026.05		65.4	37	48.8	0.063	17.2
GradInput2026.05		63.9	36.1	62.6	-0.018	17.8
LRPz+2026.05		54.3	33.2	57.2	0.012	10.5