Explanation Generation on Synthetic MNIST (test)
91.7MoRF (Pixel Value) InsertionLAX
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LAXBackbone=ResNet18, Architecture=CNN-based, Training Epochs=5002026.05 | 91.7 | 14.2 | 90.6 | 16.2 | 8.5 | 85.1 | 9.2 | 83.3 | 78.7 | 20.5 | 58.2 | |
| Grad-CAMBackbone=ResNet18, Architecture=CNN-based2026.05 | 74.4 | 25 | 81.6 | 19.8 | 25.5 | 74.5 | 18.3 | 79.8 | 50.9 | 41.8 | 9.1 | |
| Layer-CAMBackbone=ResNet18, Architecture=CNN-based2026.05 | 71.6 | 26.6 | 80.5 | 20.3 | 28.2 | 73 | 19.4 | 79.3 | 46.2 | 37.8 | 8.4 | |
| Grad-CAM++Backbone=ResNet18, Architecture=CNN-based2026.05 | 71.2 | 26.8 | 80.4 | 20.4 | 28.7 | 72.8 | 19.4 | 79.2 | 45.6 | 37.1 | 8.5 | |
| Finer-CAMBackbone=ResNet18, Architecture=CNN-based2026.05 | 61.6 | 34.7 | 74.2 | 24.4 | 38.2 | 64.9 | 25.6 | 75.1 | 30.1 | 31.8 | 2.7 | |
| KPCA-CAMBackbone=ResNet18, Architecture=CNN-based2026.05 | 61.2 | 32.9 | 82.5 | 20.1 | 38.8 | 66.6 | 17.5 | 79.4 | 31.6 | 18.7 | 12.8 |