Table 6 Result of Feature Connected Layer Output Combination (FCLOMB + IRD) for hand altlas dataset
From: Multi Region-Based Feature Connected Layer (RB-FCL) of deep learning models for bone age assessment
Regressor | InceptionV3FL + IRD | DenseNet121FL + IRD | InceptionResNetV2FL +IRD | FCLOMB + IRD | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | |
LR | 7.88 | 11.85 | 8.216 | 8.05 | 11.84 | 8.623 | 7.44 | 11.23 | 8.496 | 7.54 | 11.72 | 8.342 |
KNN-R | 8.79 | 12.61 | 10.29 | 9.11 | 12.55 | 12.23 | 8.47 | 12.44 | 9.46 | 8.78 | 12.53 | 11.03 |
SVR | 11.8 | 15.78 | 24.24 | 14.1 | 19.85 | 34.75 | 11.3 | 15.44 | 23.97 | 14.2 | 20.64 | 37.28 |
RF-R | 8.71 | 12.54 | 8.918 | 8.89 | 12.71 | 9.818 | 8.12 | 11.78 | 7.895 | 8.28 | 12.39 | 9.57 |
DT-R | 11.9 | 15.54 | 12.63 | 13.1 | 17.41 | 14.58 | 11.9 | 16.43 | 11.43 | 12 | 16.98 | 14.92 |
ADB-R | 11.6 | 15.54 | 14.65 | 11.9 | 15.55 | 16.08 | 11.5 | 15.12 | 13.54 | 11.4 | 14.99 | 15.3 |
GB-R | 9.75 | 13.81 | 13.44 | 10 | 13.92 | 12.97 | 11.3 | 16.08 | 19.01 | 9.13 | 12.94 | 10.94 |