From: Multi Region-Based Feature Connected Layer (RB-FCL) of deep learning models for bone age assessment
Regressor | InceptionV3-RB-FCL | DenseNet121-RB-FCL | InceptionResNetV2-RB-FCL | ||||||
---|---|---|---|---|---|---|---|---|---|
MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | MAE | RMSE | MAPE% | |
LR | 7.10 | 10.96 | 7.23 | 7.09 | 10.96 | 7.19 | 7.10 | 10.96 | 7.20 |
KNN-R | 8.69 | 12.47 | 10.30 | 8.70 | 12.48 | 10.30 | 8.70 | 12.48 | 10.33 |
SVR | 11.36 | 16.07 | 26.12 | 11.36 | 16.07 | 26.12 | 11.36 | 16.07 | 26.12 |
RF-R | 7.91 | 11.61 | 8.41 | 7.91 | 11.61 | 8.48 | 7.89 | 11.56 | 8.50 |
DT-R | 10.45 | 14.76 | 11.33 | 10.89 | 15.10 | 11.42 | 10.10 | 14.57 | 11.17 |
ADB-R | 11.34 | 15.10 | 13.62 | 11.31 | 15.09 | 13.54 | 11.29 | 15.07 | 13.51 |
GB-R | 9.08 | 12.91 | 11.05 | 9.26 | 13.00 | 12.25 | 9.02 | 12.50 | 9.51 |