XAI Evaluation on ECSSD
0.6741AreaGrad-CAM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Grad-CAM2024.11 | 0.6741 | 0.2181 | 0.2731 | 0.2344 | 0.2494 | — | |
| KernelShap2024.11 | 0.6192 | 0.2729 | 0.321 | 0.3188 | 0.2466 | — | |
| KernelShapBackbone=ResNet502024.11 | 0.5616 | 0.3152 | 0.2898 | 0.2977 | 0.2468 | — | |
| ig2024.11 | 0.4727 | 0.2723 | 0.5184 | 0.1082 | 0.3409 | — | |
| noisetunnel2024.11 | 0.4298 | 0.3001 | 0.5371 | 0.0731 | 0.4296 | — | |
| IGBackbone=ResNet502024.11 | 0.421 | 0.2925 | 0.4202 | 0.2102 | 0.363 | — | |
| GradientShap2024.11 | 0.4179 | 0.2929 | 0.5772 | 0.0685 | 0.4134 | — | |
| rise2024.11 | 0.3687 | 0.2585 | 0.6597 | 0.1178 | 0.4468 | — | |
| lime2024.11 | 0.2698 | 0.2319 | 0.7392 | 0.123 | 0.5548 | — | |
| GradientShapBackbone=ResNet502024.11 | 0.2434 | 0.284 | 0.5911 | 0.0987 | 0.5671 | — | |
| noisetunnelBackbone=ResNet502024.11 | 0.2164 | 0.2734 | 0.6424 | 0.1067 | 0.5913 | — | |
| rex2024.11 | 0.2008 | 0.1653 | 0.7286 | 0.1475 | 0.5334 | — | |
| LIMEBackbone=ResNet502024.11 | 0.0849 | 0.1377 | 0.7157 | 0.3183 | 0.5841 | — | |
| RISEBackbone=ResNet502024.11 | 0.0823 | 0.1387 | 0.7996 | 0.3073 | 0.5045 | — | |
| Grad-CAMBackbone=ResNet502024.11 | 0.0574 | 0.1023 | 0.8865 | 0.2694 | 0.6846 | — | |
| reXBackbone=ResNet502024.11 | 0.0364 | 0.0405 | 0.9012 | 0.2077 | 0.5722 | — |