Research Article

An Intelligent Fault Diagnosis Based on Adversarial Generating Module and Semi-supervised Convolutional Neural Network

Table 6

The performance of various architecture.

ModelsVarious architecture (with 200 labeled samples)
2 convolutional layers3 convolutional layers4 convolutional layers

Accuracy77.38% (±1.59)93.4% (±0.89)88.49% (±1.75)
Model size (MB)0.40.50.6
GFLOPs0.0060.0120.014