Deletion on ImageNet 2,000 images (val)
0.357Deletion ScoreOcclusion
Evaluation results
| Method | Links | |
|---|---|---|
| OcclusionBackbone=VGG16, Access level=Black box2021.11 | 0.357 | |
| OcclusionBackbone=MobileNetV2, Access level=Black box2021.11 | 0.357 | |
| OcclusionBackbone=ResNet50V2, Access level=Black box2021.11 | 0.35 | |
| OcclusionBackbone=EfficientNet, Access level=Black box2021.11 | 0.252 | |
| Baseline RandomBackbone=ResNet50V2, Access level=White box2021.11 | 0.235 | |
| SaliencyBackbone=ResNet50V2, Access level=White box2021.11 | 0.174 | |
| Baseline RandomBackbone=VGG16, Access level=White box2021.11 | 0.168 | |
| DeconvNetBackbone=ResNet50V2, Access level=White box2021.11 | 0.159 | |
| Sobol signed (STi+/-)Backbone=EfficientNet, Access level=Black box2021.11 | 0.147 | |
| DeconvNetBackbone=VGG16, Access level=White box2021.11 | 0.146 | |
| Sobol signed (STi+/-)Backbone=ResNet50V2, Access level=Black box2021.11 | 0.145 | |
| Guided-Backprop.Backbone=ResNet50V2, Access level=White box2021.11 | 0.142 | |
| GradCAMBackbone=ResNet50V2, Access level=White box2021.11 | 0.141 | |
| Sobol signed (STi+/-)Backbone=MobileNetV2, Access level=Black box2021.11 | 0.141 | |
| Grad.-InputBackbone=ResNet50V2, Access level=White box2021.11 | 0.14 | |
| Guided-Backprop.Backbone=VGG16, Access level=White box2021.11 | 0.138 | |
| Baseline RandomBackbone=MobileNetV2, Access level=White box2021.11 | 0.137 | |
| SaliencyBackbone=VGG16, Access level=White box2021.11 | 0.134 | |
| SmoothGradBackbone=ResNet50V2, Access level=White box2021.11 | 0.13 | |
| GradCAMBackbone=EfficientNet, Access level=White box2021.11 | 0.13 | |
| RISEBackbone=ResNet50V2, Access level=Black box2021.11 | 0.127 | |
| SaliencyBackbone=MobileNetV2, Access level=White box2021.11 | 0.125 | |
| Baseline RandomBackbone=EfficientNet, Access level=White box2021.11 | 0.124 | |
| Integ.-Grad.Backbone=ResNet50V2, Access level=White box2021.11 | 0.123 | |
| GradCAMBackbone=MobileNetV2, Access level=White box2021.11 | 0.122 | |
| RISEBackbone=VGG16, Access level=Black box2021.11 | 0.121 | |
| Sobol (STi)Backbone=ResNet50V2, Access level=Black box2021.11 | 0.121 | |
| RISEBackbone=EfficientNet, Access level=Black box2021.11 | 0.119 | |
| GradCAMBackbone=VGG16, Access level=White box2021.11 | 0.118 | |
| RISEBackbone=MobileNetV2, Access level=Black box2021.11 | 0.114 | |
| Sobol signed (STi+/-)Backbone=VGG16, Access level=Black box2021.11 | 0.114 | |
| DeconvNetBackbone=MobileNetV2, Access level=White box2021.11 | 0.111 | |
| Sobol (STi)Backbone=VGG16, Access level=Black box2021.11 | 0.109 | |
| Sobol (STi)Backbone=MobileNetV2, Access level=Black box2021.11 | 0.107 | |
| SmoothGradBackbone=VGG16, Access level=White box2021.11 | 0.106 | |
| SaliencyBackbone=EfficientNet, Access level=White box2021.11 | 0.105 | |
| Guided-Backprop.Backbone=EfficientNet, Access level=White box2021.11 | 0.105 | |
| DeconvNetBackbone=EfficientNet, Access level=White box2021.11 | 0.105 | |
| Sobol (STi)Backbone=EfficientNet, Access level=Black box2021.11 | 0.104 | |
| Grad.-InputBackbone=MobileNetV2, Access level=White box2021.11 | 0.103 | |
| Guided-Backprop.Backbone=MobileNetV2, Access level=White box2021.11 | 0.102 | |
| SmoothGradBackbone=MobileNetV2, Access level=White box2021.11 | 0.098 | |
| Grad.-InputBackbone=VGG16, Access level=White box2021.11 | 0.096 | |
| Integ.-Grad.Backbone=VGG16, Access level=White box2021.11 | 0.095 | |
| SmoothGradBackbone=EfficientNet, Access level=White box2021.11 | 0.094 | |
| Grad.-InputBackbone=EfficientNet, Access level=White box2021.11 | 0.093 | |
| Integ.-Grad.Backbone=MobileNetV2, Access level=White box2021.11 | 0.093 | |
| Integ.-Grad.Backbone=EfficientNet, Access level=White box2021.11 | 0.091 |