Saliency Map Evaluation on ImageNet-S50 (test)
95.3Pointing GameSRD-input
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SRD-inputBackbone=ResNet50, Resolution=224x2242026.05 | 95.3 | 57.6 | 72.4 | 0.082 | 10.4 | |
| SRD-highBackbone=ResNet50, Resolution=28x282026.05 | 95.2 | 57.9 | 62.8 | 0.142 | 37.5 | |
| SRD-highBackbone=VGG16, Resolution=28x282026.05 | 94.8 | 56.6 | 62.9 | 0.206 | 40.6 | |
| GradCAMBackbone=ResNet50, Resolution=7x72026.05 | 94.6 | 42.4 | 41.1 | 0.128 | 75.7 | |
| XGradCAMBackbone=ResNet50, Resolution=7x72026.05 | 94.6 | 42.4 | 41.1 | 0.126 | 75.3 | |
| SRD-lowBackbone=ResNet50, Resolution=7x72026.05 | 94.6 | 54.4 | 68.2 | 0.13 | 60 | |
| GradCAMBackbone=VGG16, Resolution=7x72026.05 | 94.5 | 43.1 | 46.6 | 0.175 | 58.3 | |
| GradCAM++Backbone=ResNet50, Resolution=7x72026.05 | 94.5 | 41.4 | 38.6 | 0.129 | 73.2 | |
| SRD-lowBackbone=VGG16, Resolution=7x72026.05 | 94.5 | 42.4 | 43.7 | 0.179 | 59.5 | |
| LayerCAM-highBackbone=ResNet50, Resolution=28x282026.05 | 94.1 | 42.3 | 34.9 | 0.135 | 48.6 | |
| FullgradBackbone=ResNet50, Resolution=224x2242026.05 | 93.8 | 38.7 | 26.2 | 0.123 | 68.9 | |
| ScoreCAMBackbone=VGG16, Resolution=7x72026.05 | 93.7 | 58.2 | 34.2 | 0.167 | 62.2 | |
| AblationCAMBackbone=ResNet50, Resolution=7x72026.05 | 93.4 | 39.4 | 32.9 | 0.133 | 81.4 | |
| LayerCAM-lowBackbone=ResNet50, Resolution=7x72026.05 | 93.4 | 41.1 | 37.9 | 0.128 | 73.4 | |
| GradCAM++Backbone=VGG16, Resolution=7x72026.05 | 93.2 | 42.9 | 35.1 | 0.176 | 57 | |
| AblationCAMBackbone=VGG16, Resolution=7x72026.05 | 92.8 | 48.1 | 49.3 | 0.189 | 62.2 | |
| SRD-inputBackbone=VGG16, Resolution=224x2242026.05 | 92.5 | 56.1 | 78.8 | 0.069 | 9.9 | |
| ScoreCAMBackbone=ResNet50, Resolution=7x72026.05 | 91.6 | 38.1 | 31.3 | 0.123 | 82.7 | |
| XGradCAMBackbone=VGG16, Resolution=7x72026.05 | 89.6 | 40.6 | 44.6 | 0.181 | 57.6 | |
| GuidedBackpropBackbone=VGG16, Resolution=224x2242026.05 | 89.2 | 48 | 71.1 | 0.022 | 10 | |
| SmoothgradBackbone=ResNet50, Resolution=224x2242026.05 | 88.8 | 39.6 | 55.6 | -0.002 | 16.6 | |
| GuidedBackpropBackbone=ResNet50, Resolution=224x2242026.05 | 87.1 | 49.8 | 74.1 | 0.022 | 11.2 | |
| InteGradBackbone=VGG16, Resolution=224x2242026.05 | 86.9 | 41.6 | 61.8 | -0.017 | 17.5 | |
| LayerCAM-lowBackbone=VGG16, Resolution=7x72026.05 | 86.9 | 42.5 | 44.6 | 0.175 | 45 | |
| LayerCAM-highBackbone=VGG16, Resolution=28x282026.05 | 86.5 | 43.5 | 40.1 | 0.199 | 42.3 | |
| LRPz+Backbone=VGG16, Resolution=224x2242026.05 | 85.5 | 45.6 | 53.5 | 0.098 | 18.2 | |
| SmoothgradBackbone=VGG16, Resolution=224x2242026.05 | 84.5 | 36.3 | 53.6 | -0.005 | 19 | |
| FullgradBackbone=VGG16, Resolution=224x2242026.05 | 79.6 | 36.2 | 33.4 | 0.107 | 20.3 | |
| SaliencyBackbone=VGG16, Resolution=224x2242026.05 | 79.3 | 39.4 | 49.4 | 0.093 | 18.1 | |
| GradInputBackbone=VGG16, Resolution=224x2242026.05 | 78.1 | 38.7 | 63 | -0.013 | 18.1 | |
| InteGradBackbone=ResNet50, Resolution=224x2242026.05 | 75.9 | 38.2 | 61.4 | -0.016 | 17.1 | |
| SaliencyBackbone=ResNet50, Resolution=224x2242026.05 | 65.4 | 37 | 48.8 | 0.063 | 17.2 | |
| GradInputBackbone=ResNet50, Resolution=224x2242026.05 | 63.9 | 36.1 | 62.6 | -0.018 | 17.8 | |
| LRPz+Backbone=ResNet50, Resolution=224x2242026.05 | 54.3 | 33.2 | 57.2 | 0.012 | 10.5 |