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. 2024 Mar 20;44(3):585–593. [Article in Chinese] doi: 10.12122/j.issn.1673-4254.2024.03.21

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