XAI Explanation Evaluation on Pascal VOC
0.7741AreaKernelShap
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KernelShapBackbone=ResNet502024.11 | 0.7741 | 0.2084 | 0.188 | 0.1941 | 0.1636 | — | |
| IGBackbone=ResNet502024.11 | 0.4904 | 0.2768 | 0.4899 | 0.1228 | 0.2215 | — | |
| LRPBackbone=ResNet502024.11 | 0.3936 | 0.2828 | 0.5267 | 0.2953 | 0.2093 | — | |
| GradientShapBackbone=ResNet502024.11 | 0.3894 | 0.3002 | 0.5935 | 0.0651 | 0.2872 | — | |
| NoiseTunnelBackbone=ResNet502024.11 | 0.2867 | 0.2627 | 0.6953 | 0.0851 | 0.3241 | — | |
| RISEBackbone=ResNet502024.11 | 0.1271 | 0.1547 | 0.9358 | 0.2264 | 0.2861 | — | |
| LIMEBackbone=ResNet502024.11 | 0.1124 | 0.1616 | 0.963 | 0.2329 | 0.3039 | — | |
| Grad-CAMBackbone=ResNet502024.11 | 0.0832 | 0.1202 | 1.0488 | 0.2756 | 0.3202 | — | |
| REXBackbone=ResNet502024.11 | 0.0427 | 0.0505 | 1.2218 | 0.2148 | 0.6432 | — |