Table A2.
Friedman test using DenseNet-169 model on the MAI score from three experts.
| XAI | Experts | Min. | 25th Percentile | Med | 75th Percentile | Max | DF-1 | DF-2 | p Value | F | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| DenseNet-169 | Grad-CAM | Expert 1 | 2 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 432.84 |
| Expert 2 | 3 | 4 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.7 | 4.4 | 4.6 | 4.8 | 5 | ||||||
| Grad-CAM++ | Expert 1 | 2 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 689.05 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 3.2 | 4.5 | 4.7 | 4.8 | 5 | ||||||
| Score-CAM | Expert 1 | 1 | 4 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 282.56 | |
| Expert 2 | 3 | 4 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.8 | 4.5 | 4.7 | 4.8 | 5 | ||||||
| FasterScore-CAM | Expert 1 | 1 | 4 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 253.15 | |
| Expert 2 | 3 | 4 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.7 | 4.4 | 4.4 | 4.8 | 5 |
Min: minimum; Med: median; Max: maximum; F: Friedman statistics.