表 3.
电镜分支采用不同方法的实验结果对比
Experimental results using different methods for the TEM branch
| Models | Methods | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
| Random: Select TEM images randomly. I-MIL: Select TEM images with Instance-level Multi-Instance Learning method. | |||||
| TEM model | Random | 76.95±5.90 | 78.33±6.44 | 77.00±5.98 | 76.98±5.79 |
| I-MIL | 38.08±3.78 | 36.73±3.61 | 38.20±3.44 | 35.60±3.71 | |
| IM&TEM model | Random | 87.50±4.75 | 87.93±4.40 | 87.00±4.11 | 87.33±4.69 |
| I-MIL | 87.09±2.43 | 87.00±2.20 | 86.93±2.72 | 86.67±2.39 | |
| OM&TEM model | Random | 73.75±3.12 | 74.27±3.22 | 73.40±2.84 | 73.27±2.90 |
| I-MIL | 75.83±2.12 | 76.73±3.19 | 75.87±2.07 | 75.60±2.12 | |
| OM&IM&TEM model | Random | 87.91±2.43 | 88.73±2.14 | 88.27±2.58 | 87.93±2.31 |
| I-MIL | 88.34±2.12 | 88.73±2.40 | 88.27±2.23 | 88.13±2.08 | |