Table A1.
Friedman test using DenseNet-121 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-121 | Grad-CAM | Expert 1 | 2 | 4 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 171.81 |
| Expert 2 | 3 | 4 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.7 | 4.2 | 4.6 | 4.8 | 5 | ||||||
| Grad-CAM++ | Expert 1 | 2 | 4 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 244.9 | |
| Expert 2 | 3 | 4 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.8 | 4.3 | 4.6 | 4.8 | 5 | ||||||
| Score-CAM | Expert 1 | 1 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 740.1 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 2 | 4.5 | 4.7 | 4.9 | 5 | ||||||
| FasterScore-CAM | Expert 1 | 1 | 5 | 5 | 5 | 5 | 2 | 2278 | <0.00001 | 1072.54 | |
| Expert 2 | 3 | 5 | 5 | 5 | 5 | ||||||
| Expert 3 | 2.8 | 4.5 | 4.7 | 4.8 | 5 |
Min: minimum; Med: median; Max: maximum; F: Friedman statistics.