Table 2. Effects of different loss functions on the proposed architecture.
Methods | Performance metrics | ||
---|---|---|---|
Accu | Sens | Spec | |
Cross-entropy | 0.966 | 0.966 | 0.982 |
MAE (Loddo, Buttau & Di Ruberto,2022) | 0.932 | 0.932 | 0.934 |
RMS (Loddo, Buttau & Di Ruberto,2022) | 0.956 | 0.959 | 0.957 |
FL (Loddo, Buttau & Di Ruberto,2022) | 0.927 | 0.930 | 0.928 |
GDL | 0.965 | 0.968 | 0.966 |
Our fusion loss | 0.982 | 0.982 | 0.989 |