Table 6 Comparison of ablation analysis.
From: Advancing skin cancer diagnosis with deep learning and attention mechanisms
Metric | Full Model (With SDAM + Sensors) | No SDAM | No Sensors | No SDAM & Sensors |
|---|---|---|---|---|
Accuracy | 97.8 | 94.5 | 93.1 | 91.2 |
Precision | 98.1 | 96.4 | 94.9 | 92.8 |
Sensitivity | 98.3 | 95.6 | 93.2 | 91.1 |
Specificity | 97.5 | 94.2 | 92.8 | 89.9 |
F1-Score | 98.2 | 96.0 | 94.0 | 92.4 |
Dice Score | 0.988 | 0.960 | 0.940 | 0.913 |
IoU | 0.994 | 0.98 | 0.97 | 0.953 |
