Keras-1D-SGAN-Classifier

This code has been redesigned to fit 1-D data based on the reference right. Reference

What is the SGAN(Semi-Supervised GAN)?

As you can see the results on site Refence2, you can train a high-performance classifier with little labeled data.

10% labeled data	100% labeled data
0.9255	0.945

sgan_flt_diagnosis.py

The following result shows the result of classifier learning for 1-D data provided with this code.

sgan_flt_diagnosis_test.py

As shown in the code below, the classifier(=discriminator) model saved in sgan_flt_diagnosis.py can be loaded and evaluated.

The following result shows the result of classifier test for 1-D data provided with this code.

# load the model
model = load_model('model/c_model_12960.h5')