Table 4 Single-mode Raman comparison experiment.
Model | Accuracy | Precision | Sensitivity | Specificity | F1-score | AUC |
|---|---|---|---|---|---|---|
EF-LSTM | 57.68 | 53.60 | 57.78 | 57.78 | 53.17 | 57.78 |
LF-DNN | 62.58 | 63.40 | 62.78 | 62.78 | 62.02 | 62.78 |
AlexNet | 64.58 | 65.63 | 64.78 | 64.78 | 63.80 | 64.78 |
VGG-19 | 56.58 | 60.71 | 57.00 | 57.00 | 53.82 | 57.00 |
ResNet | 59.63 | 59.70 | 59.67 | 59.67 | 59.41 | 59.67 |
DenseNet | 56.63 | 56.46 | 56.56 | 56.56 | 55.63 | 56.56 |
MSCNet | 63.63 | 66.58 | 63.78 | 63.78 | 62.61 | 63.78 |