This repository contains the Keras implementation using Tensorflow as backend.

Python 3.7.6

numpy 1.18.5

keras 2.3.1

tensorflow 1.15.0

matplotlib 3.1.3

sklearn 0.22.1

scipy 1.4.1

pandas 1.0.1

opencv-python 4.1.1

The data is stored in the link below.

1. Run the code：python transfor2npy.py to extract pulmonary nodules from lung CT.
2. Run the code：python augmention.py to realize offline data expansion.
3. If you want to train the model, download the dataset then run the code：python Train_Test_Mutl.py Note that the parameters and paths should be set beforehand.
4. Once the training is complete, you can modify the Train_Test_Mutl.py file and then run the Train_Test_Mutl.py to test your model.

Code can only be used for ACADEMIC PURPOSES. NO COMERCIAL USE is allowed. Copyright © School of Mechanical,Electrical & Information Engineering, Shandong University. All rights reserved.