Table 5 Ablation study with different modality combinations.
From: Multimodal deep learning for cephalometric landmark detection and treatment prediction
Modality combination | Mean detection error (mm) | Computation time (ms) | Relative contribution (%) |
|---|---|---|---|
Lateral Ceph only | 1.87 | 28 | 34.2 |
CBCT only | 1.65 | 136 | 27.8 |
Dental Models only | 2.31 | 42 | 15.6 |
Ceph + CBCT | 1.34 | 171 | 62.0 |
Ceph + Dental | 1.56 | 75 | 49.8 |
All modalities | 1.21 | 187 | 100.0 |
