Attribution Fidelity on ImageNet 1,000 images (val)
0.23µFidelitySmoothGrad
Evaluation Results
| Method | Links | |
|---|---|---|
| SmoothGradBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0632022.06 | 0.23 | |
| SobolBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=5.2542022.06 | 0.23 | |
| HSIC (efficient)Backbone=ResNet50, Method Access=Black-box, Exec. time (s)=0.9562022.06 | 0.202 | |
| SaliencyBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.362022.06 | 0.192 | |
| HSIC (accurate)Backbone=ResNet50, Method Access=Black-box, Exec. time (s)=1.6682022.06 | 0.187 | |
| RISEBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=8.4272022.06 | 0.182 | |
| SaliencyBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.362022.06 | 0.172 | |
| Integ.-Grad.Backbone=ResNet50, Method Access=White-box, Exec. time (s)=1.0242022.06 | 0.162 | |
| Grad.-InputBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0232022.06 | 0.157 | |
| Integ.-Grad.Backbone=MobileNetV2, Method Access=White-box, Exec. time (s)=1.0242022.06 | 0.157 | |
| HSIC (accurate)Backbone=EfficientNet, Method Access=Black-box, Exec. time (s)=1.6682022.06 | 0.155 | |
| HSIC (efficient)Backbone=EfficientNet, Method Access=Black-box, Exec. time (s)=0.9562022.06 | 0.154 | |
| GradCAM++Backbone=VGG16, Method Access=White-box, Exec. time (s)=0.1272022.06 | 0.143 | |
| GradCAM++Backbone=ResNet50, Method Access=White-box, Exec. time (s)=0.1272022.06 | 0.142 | |
| SobolBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=5.2542022.06 | 0.141 | |
| Integ.-Grad.Backbone=EfficientNet, Method Access=White-box, Exec. time (s)=1.0242022.06 | 0.139 | |
| HSIC (accurate)Backbone=VGG16, Method Access=Black-box, Exec. time (s)=1.6682022.06 | 0.136 | |
| RISEBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=8.4272022.06 | 0.133 | |
| GradCAM++Backbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.1272022.06 | 0.131 | |
| SobolBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=5.2542022.06 | 0.131 | |
| GradCAM++Backbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.1272022.06 | 0.128 | |
| SmoothGradBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0632022.06 | 0.126 | |
| RISEBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=8.4272022.06 | 0.123 | |
| HSIC (accurate)Backbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=1.6682022.06 | 0.12 | |
| Grad.-InputBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0232022.06 | 0.116 | |
| HSIC (efficient)Backbone=VGG16, Method Access=Black-box, Exec. time (s)=0.9562022.06 | 0.116 | |
| HSIC (efficient)Backbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=0.9562022.06 | 0.111 | |
| LIMEBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=6.482022.06 | 0.11 | |
| SobolBackbone=VGG16, Method Access=Black-box, Exec. time (s)=5.2542022.06 | 0.11 | |
| Kernel ShapBackbone=ResNet50, Method Access=Black-box, Exec. time (s)=4.0972022.06 | 0.104 | |
| SaliencyBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.362022.06 | 0.102 | |
| SmoothGradBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0632022.06 | 0.101 | |
| VarGradBackbone=MobileNetV2, Method Access=White-box, Exec. time (s)=0.0972022.06 | 0.101 | |
| RISEBackbone=VGG16, Method Access=Black-box, Exec. time (s)=8.4272022.06 | 0.099 | |
| SaliencyBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.362022.06 | 0.092 | |
| SmoothGradBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0632022.06 | 0.087 | |
| Grad.-InputBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0232022.06 | 0.085 | |
| Kernel ShapBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=4.0972022.06 | 0.079 | |
| Integ.-Grad.Backbone=VGG16, Method Access=White-box, Exec. time (s)=1.0242022.06 | 0.073 | |
| Kernel ShapBackbone=VGG16, Method Access=Black-box, Exec. time (s)=4.0972022.06 | 0.068 | |
| Grad.-InputBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0232022.06 | 0.066 | |
| LIMEBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=6.482022.06 | 0.055 | |
| Kernel ShapBackbone=MobileNetV2, Method Access=Black-box, Exec. time (s)=4.0972022.06 | 0.051 | |
| VarGradBackbone=VGG16, Method Access=White-box, Exec. time (s)=0.0972022.06 | 0.022 | |
| VarGradBackbone=ResNet50, Method Access=White-box, Exec. time (s)=0.0972022.06 | 0.021 | |
| LIMEBackbone=VGG16, Method Access=Black-box, Exec. time (s)=6.482022.06 | 0.015 | |
| VarGradBackbone=EfficientNet, Method Access=White-box, Exec. time (s)=0.0972022.06 | 0.001 | |
| LIMEBackbone=EfficientNet, Method Access=Black-box, Exec. time (s)=6.482022.06 | 0 |