Multi Region-Based Feature Connected Layer (RB-FCL) of deep learning models for bone age assessment

Journal of Big Data

Table 3 Result of single Feature Connected Layer output (FCL) for RSNA dataset

Regressor	InceptionV3-FCL			DenseNet121-FCL			InceptionResNetV2-FCL
Regressor	MAE	RMSE	MAPE%	MAE	RMSE	MAPE%	MAE	RMSE	MAPE%
LR	10.22	13.55	11.15	10.14	13.21	11.52	12.23	17.64	14.07
KNN-R	10.45	13.97	10.68	10.38	13.84	10.99	11.80	16.59	12.88
SVR	10.62	14.09	11.22	10.50	14.36	12.12	15.10	23.68	18.32
RF-R	10.00	13.42	10.31	9.78	12.91	10.18	11.46	15.82	12.31
DT-R	13.85	18.60	13.63	13.33	18.19	13.20	15.60	21.84	15.87
ADB-R	12.75	16.30	14.55	12.65	16.51	15.40	15.59	21.07	18.11
GB-R	10.43	14.01	11.21	10.21	13.36	11.14	11.83	16.33	13.17