Table 3 Comparative experiment on mouse membranous nephropathy.
Model | GFlops | Parameters count | Accuracy | Precision | Sensitivity | Specificity | F1-score | AUC |
|---|---|---|---|---|---|---|---|---|
LDA | – | – | 96.0 | 97.6 | 96.0 | 94.29 | 96.17 | 97.14 |
DT | – | – | 88.0 | 90.5 | 88.0 | 89.14 | 88.45 | 90.21 |
LR | – | – | 96.0 | 97.17 | 96.0 | 97.14 | 96.2 | 97.32 |
RF | – | – | 92.0 | 93.17 | 92.0 | 93.14 | 92.2 | 93.32 |
LSTM | 0.17 | 0.09 M | 82.0 | 87.29 | 84.17 | 84.17 | 81.39 | 84.17 |
DNN | 0.002 | 0.05 M | 88.0 | 91.21 | 88.33 | 88.33 | 87.16 | 88.33 |
AlexNet | 0.62 | 3.40 M | 86.0 | 88.95 | 87.5 | 87.5 | 85.72 | 87.5 |
ResNet | 8.45 | 15.98 M | 82.0 | 89.05 | 80.0 | 80.0 | 77.94 | 80.0 |
DenseNet | 5.21 | 7.43 M | 94.0 | 95.14 | 93.33 | 93.33 | 93.58 | 93.33 |
CNN-BiLSTM | 1.04 | 0.26 M | 98.0 | 98.0 | 98.33 | 98.33 | 97.98 | 98.33 |
