Feature Attribution on Image data 224 x 224
0.24Avg Execution Time (s)h-SHAP
Evaluation results
| Method | Links | |
|---|---|---|
| h-SHAPBackbone=ResNet18, Image size=224 x 2242026.02 | 0.24 | |
| h-SHAPBackbone=ResNet34, Image size=224 x 2242026.02 | 0.24 | |
| h-SHAPBackbone=ResNet50, Image size=224 x 2242026.02 | 0.48 | |
| h-SHAPBackbone=ResNet101, Image size=224 x 2242026.02 | 0.48 | |
| IntGradBackbone=ResNet18, Image size=224 x 2242026.02 | 0.56 | |
| IntGradBackbone=ResNet34, Image size=224 x 2242026.02 | 0.58 | |
| GradSHAPBackbone=ResNet34, Image size=224 x 2242026.02 | 0.84 | |
| GradSHAPBackbone=ResNet18, Image size=224 x 2242026.02 | 0.85 | |
| IntGradBackbone=ResNet101, Image size=224 x 2242026.02 | 1.21 | |
| IntGradBackbone=ResNet50, Image size=224 x 2242026.02 | 1.25 | |
| GradSHAPBackbone=ResNet50, Image size=224 x 2242026.02 | 1.82 | |
| SHAPBackbone=ResNet18, Image size=224 x 2242026.02 | 2 | |
| GradSHAPBackbone=ResNet101, Image size=224 x 2242026.02 | 2.12 | |
| O-ShapBackbone=ResNet18, Image size=224 x 2242026.02 | 2.36 | |
| O-ShapBackbone=ResNet34, Image size=224 x 2242026.02 | 2.38 | |
| O-ShapBackbone=ResNet50, Image size=224 x 2242026.02 | 2.52 | |
| O-ShapBackbone=ResNet101, Image size=224 x 2242026.02 | 2.55 | |
| RISEBackbone=ResNet18, Image size=224 x 2242026.02 | 2.82 | |
| SHAPBackbone=ResNet34, Image size=224 x 2242026.02 | 3.28 | |
| SHAPBackbone=ResNet50, Image size=224 x 2242026.02 | 3.65 | |
| SHAPBackbone=ResNet101, Image size=224 x 2242026.02 | 4.11 | |
| RISEBackbone=ResNet34, Image size=224 x 2242026.02 | 4.32 | |
| RISEBackbone=ResNet50, Image size=224 x 2242026.02 | 5.8 | |
| RISEBackbone=ResNet101, Image size=224 x 2242026.02 | 10.34 | |
| OcclusionBackbone=ResNet18, Image size=224 x 2242026.02 | 36.38 | |
| OcclusionBackbone=ResNet34, Image size=224 x 2242026.02 | 59.9 | |
| OcclusionBackbone=ResNet50, Image size=224 x 2242026.02 | 88.14 | |
| OcclusionBackbone=ResNet101, Image size=224 x 2242026.02 | 122.79 |