Small Sample Fiber Full State Diagnosis Based on Fuzzy Clustering and Improved ResNet Network

Table 5

Comparison and analysis results with other algorithms.

Method	Training set	Test set	Accuracy (%)
LSTM	48	12	(7/12) 58.3
CNN	48	12	(8/12) 66.7
SVM	48	12	(10/12) 83.3
SAE	48	12	(9/12) 75.0
Fuzzy clustering	—	60	(52/60) 86.7