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ResearchFormerly WizWand

Attribution Fidelity on ImageNet 1,000 images (val)

0.23µFidelitySmoothGrad
-0.00920.05290.1150.1771Jun 13, 2022
Updated 8mo ago

Evaluation results

MethodLinks
SmoothGradBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0632022.060.23
SobolBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=5.2542022.060.23
HSIC (efficient)Backbone=ResNet50, Method Access=Black-box, Exec. time (s)=0.9562022.060.202
SaliencyBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.362022.060.192
HSIC (accurate)Backbone=ResNet50, Method Access=Black-box, Exec. time (s)=1.6682022.060.187
RISEBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=8.4272022.060.182
SaliencyBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.362022.060.172
Integ.-Grad.Backbone=ResNet50, Method Access=White-box, Exec. time (s)=1.0242022.060.162
Grad.-InputBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0232022.060.157
Integ.-Grad.Backbone=MobileNetV2, Method Access=White-box, Exec. time (s)=1.0242022.060.157
HSIC (accurate)Backbone=EfficientNet, Method Access=Black-box, Exec. time (s)=1.6682022.060.155
HSIC (efficient)Backbone=EfficientNet, Method Access=Black-box, Exec. time (s)=0.9562022.060.154
GradCAM++Backbone=VGG16, Method Access=White-box, Exec. time (s)=0.1272022.060.143
GradCAM++Backbone=ResNet50, Method Access=White-box, Exec. time (s)=0.1272022.060.142
SobolBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=5.2542022.060.141
Integ.-Grad.Backbone=EfficientNet, Method Access=White-box, Exec. time (s)=1.0242022.060.139
HSIC (accurate)Backbone=VGG16, Method Access=Black-box, Exec. time (s)=1.6682022.060.136
RISEBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=8.4272022.060.133
GradCAM++Backbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.1272022.060.131
SobolBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=5.2542022.060.131
GradCAM++Backbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.1272022.060.128
SmoothGradBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0632022.060.126
RISEBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=8.4272022.060.123
HSIC (accurate)Backbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=1.6682022.060.12
Grad.-InputBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0232022.060.116
HSIC (efficient)Backbone=VGG16, Method Access=Black-box, Exec. time (s)=0.9562022.060.116
HSIC (efficient)Backbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=0.9562022.060.111
LIMEBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=6.482022.060.11
SobolBackbone=VGG16, Method Access=Black-box, Exec. time (s)=5.2542022.060.11
Kernel ShapBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=4.0972022.060.104
SaliencyBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.362022.060.102
SmoothGradBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0632022.060.101
VarGradBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0972022.060.101
RISEBackbone=VGG16, Method Access=Black-box, Exec. time (s)=8.4272022.060.099
SaliencyBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.362022.060.092
SmoothGradBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0632022.060.087
Grad.-InputBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0232022.060.085
Kernel ShapBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=4.0972022.060.079
Integ.-Grad.Backbone=VGG16, Method Access=White-box, Exec. time (s)=1.0242022.060.073
Kernel ShapBackbone=VGG16, Method Access=Black-box, Exec. time (s)=4.0972022.060.068
Grad.-InputBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0232022.060.066
LIMEBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=6.482022.060.055
Kernel ShapBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=4.0972022.060.051
VarGradBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0972022.060.022
VarGradBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0972022.060.021
LIMEBackbone=VGG16, Method Access=Black-box, Exec. time (s)=6.482022.060.015
VarGradBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0972022.060.001
LIMEBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=6.482022.060