Attribution Topography Evaluation on PASCAL VOC 2012 (250 samples)
116.03MST-CIntegrated Gradients
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Integrated GradientsModel=ResNet2026.03 | 116.03 | 12,463.19 | 220.07 | |
| SHAPModel=ResNet2026.03 | 116.31 | 12,469.56 | 219.59 | |
| SHAPModel=VGG-162026.03 | 118 | 12,287.91 | 219.8 | |
| Integrated GradientsModel=VGG-162026.03 | 118.16 | 12,281.07 | 219.67 | |
| LRP-εModel=VGG-162026.03 | 119.09 | 12,184.38 | 219.44 | |
| Integrated GradientsModel=SimCLR2026.03 | 119.22 | 12,364.08 | 216.2 | |
| LRP-εModel=SimCLR2026.03 | 120.1 | 12,246.01 | 216.8 | |
| SHAPModel=SimCLR2026.03 | 122.02 | 12,168.85 | 214.93 | |
| LRP-ε-γ-z^BModel=SimCLR2026.03 | 129.53 | 11,287.09 | 217.84 | |
| LRP-ε-γ-z^BModel=ResNet2026.03 | 130.97 | 11,059.68 | 219.61 | |
| LRP-εModel=ResNet2026.03 | 131.3 | 11,561.32 | 210.4 | |
| LRP-ε-γ-z^BModel=VGG-162026.03 | 135.19 | 10,579.65 | 222.35 | |
| LRP-ε-z+-flatModel=SimCLR2026.03 | 135.51 | 11,462.11 | 205.58 | |
| LRP-ε-z+-flatModel=VGG-162026.03 | 139.99 | 10,401.22 | 218.66 | |
| LRP-ε-z+-flatModel=ResNet2026.03 | 144.66 | 10,872.84 | 203.34 | |
| GradCAMModel=VGG-162026.03 | 197.82 | 10,129.17 | 163.99 | |
| GradCAMModel=ResNet2026.03 | 265.03 | 10,051.9 | 123.99 |