Identifying Capsule Defect Based on an Improved Convolutional Neural Network

Table 3

Effect of learning rate on recognition results.

Learning rate	Train_loss	Train_accuracy (%)	Test_loss	Test accuracy (%)
0.004	8.0523	76.02	16.27	75.98
0.001	0.0026	97.44	2.613	96.14
0.0007	0.0316	100	0.3999	97.56
0.0004	0.0235	100	0.9852	95.22
0.0001	0.5625	99.71	8.5397	89.81
0.00007	0.5955	92.05	9.0707	84.03