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€‰DCNNVGG19GoogLeNetCNNELCNNE

Precision0.8600.8730.8860.8970.913
Recall0.8450.8630.8770.8910.910
Accuracy95.63%98.25%98.94%99.13%99.50%
Standard deviation0.5%0.38%0.35%0.25%0.13%
Time (s)0.1270.1120.1060.1240.115