XAI Explanation Evaluation on ImageNet
0.6686Area ScoreKernelShap
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| KernelShapBackbone=ResNet502024.11 | 0.6686 | 0.2472 | 0.2549 | 0.2649 | — | — | |
| IGBackbone=ResNet502024.11 | 0.4063 | 0.264 | 0.534 | 0.1767 | — | — | |
| GradientShapBackbone=ResNet502024.11 | 0.2861 | 0.2696 | 0.6474 | 0.0983 | — | — | |
| LRPBackbone=ResNet502024.11 | 0.2749 | 0.2418 | 0.5972 | 0.3567 | — | — | |
| NoiseTunnelBackbone=ResNet502024.11 | 0.1847 | 0.2131 | 0.7612 | 0.1274 | — | — | |
| RISEBackbone=ResNet502024.11 | 0.1026 | 0.1254 | 0.8898 | 0.3728 | — | — | |
| LIMEBackbone=ResNet502024.11 | 0.0649 | 0.0969 | 0.9871 | 0.3313 | — | — | |
| Grad-CAMBackbone=ResNet502024.11 | 0.0486 | 0.0839 | 1.0059 | 0.4073 | — | — | |
| REXBackbone=ResNet502024.11 | 0.0333 | 0.0351 | 1.1101 | 0.3403 | — | — |