Research Article
A New Transfer Learning Ensemble Model with New Training Methods for Gear Wear Particle Recognition
Table 2
Performance comparison of five models.
| ā | DCNN | VGG19 | GoogLeNet | CNNE | LCNNE |
| Precision | 0.860 | 0.873 | 0.886 | 0.897 | 0.913 | Recall | 0.845 | 0.863 | 0.877 | 0.891 | 0.910 | Accuracy | 95.63% | 98.25% | 98.94% | 99.13% | 99.50% | Standard deviation | 0.5% | 0.38% | 0.35% | 0.25% | 0.13% | Time (s) | 0.127 | 0.112 | 0.106 | 0.124 | 0.115 |
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