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ResearchFormerly WizWand

Feature Attribution Evaluation on ImageNet standard (val)

83.8AUCXRAI + GIG(0)
60.08866.24472.478.556Jun 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
XRAI + GIG(0)Backbone=MobileNet2021.0683.8
XRAI + GIG(0)Backbone=Inception2021.0682.9
XRAI + GIG(0)Backbone=ResNet2021.0682.1
XRAI + GIG(20)Backbone=Inception2021.0681.9
XRAI + GIG(20)Backbone=ResNet2021.0680.9
XRAI + GIG(20)Backbone=MobileNet2021.0680.8
Smoothgrad + GIG(20)Backbone=ResNet2021.0679.9
Smoothgrad + GIG(20)Backbone=Inception2021.0679.5
Smoothgrad + IGBackbone=ResNet2021.0678.1
GradCAMBackbone=MobileNet2021.0677.6
Smoothgrad + GIG(0)Backbone=Inception2021.0677.6
Smoothgrad + GIG(0)Backbone=ResNet2021.0677.6
Smoothgrad + IGBackbone=Inception2021.0677.3
Smoothgrad + GIG(20)Backbone=MobileNet2021.0676.7
XRAI + IGBackbone=Inception2021.0676.5
XRAI + IGBackbone=ResNet2021.0676.2
GradCAMBackbone=Inception2021.0676.1
GradCAMBackbone=ResNet2021.0675.5
Smoothgrad + GIG(0)Backbone=MobileNet2021.0674.5
Smoothgrad + IGBackbone=MobileNet2021.0674.2
XRAI + IGBackbone=MobileNet2021.0673.1
GIG(0)Backbone=Inception2021.0671.2
GIG(0)Backbone=ResNet2021.0671.1
GIG(20)Backbone=ResNet2021.0670.6
GIG(0)Backbone=MobileNet2021.0670.5
GIG(20)Backbone=Inception2021.0669.6
GIG(20)Backbone=MobileNet2021.0669.1
IGBackbone=ResNet2021.0666.9
Blur IGBackbone=ResNet2021.0666.3
Blur IGBackbone=MobileNet2021.0666.2
Blur IGBackbone=Inception2021.0666.2
IGBackbone=MobileNet2021.0665.5
IGBackbone=Inception2021.0665.5
GradientsBackbone=ResNet2021.0665
GradientsBackbone=Inception2021.0663.4
GradientsBackbone=MobileNet2021.0661.4
EdgeBackbone=MobileNet2021.0661.1
EdgeBackbone=ResNet2021.0661.1
EdgeBackbone=Inception2021.0661