From: Multi Region-Based Feature Connected Layer (RB-FCL) of deep learning models for bone age assessment
Regressor | InceptionV3-FCL | DenseNet121-FCL | InceptionResNetV2-FCL | ||||||
---|---|---|---|---|---|---|---|---|---|
MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | |
LR | 10.6 | 14.0 | 11.2 | 10.2 | 13.7 | 12.5 | 10.67 | 15.19 | 10.54 |
KNN-R | 10.7 | 14.4 | 10.8 | 10.3 | 14.2 | 12.4 | 10.70 | 15.60 | 11.07 |
SVR | 17.9 | 21.8 | 31.0 | 14.2 | 18.1 | 28.7 | 19.20 | 25.08 | 38.28 |
RF-R | 10.4 | 14.0 | 10.5 | 10.1 | 13.7 | 11.5 | 9.77 | 14.02 | 9.76 |
DT-R | 14.1 | 19.1 | 13.0 | 16.0 | 21.3 | 17.0 | 14.99 | 20.25 | 13.65 |
ADB-R | 11.8 | 15.9 | 13.2 | 12.5 | 16.3 | 16.0 | 11.75 | 16.63 | 13.54 |
GB-R | 11.3 | 15.1 | 11.5 | 11.3 | 15.2 | 15.0 | 11.25 | 15.86 | 12.98 |