Table A3.
Friedman test using DenseNet-201 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-201 | Grad-CAM | Expert 1 | 2 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 499.3 |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.8 | 4.5 | 4.7 | 4.9 | 5 | ||||||
| Grad-CAM++ | Expert 1 | 2 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 1151.78 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.7 | 4.6 | 4.7 | 4.9 | 5 | ||||||
| Score-CAM | Expert 1 | 3 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 1719.93 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 3 | 4.6 | 4.7 | 4.9 | 5 | ||||||
| FasterScore-CAM | Expert 1 | 3 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 1239.82 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.9 | 4.6 | 4.7 | 4.9 | 5 |
Min: minimum; Med: median; Max: maximum; F: Friedman statistics.