environment_dl.yml may contains some packages that won't be used here! If you are disk-sensitive, please only install the packages appeared in scripts :)
Usage
ClassicHistEqual.ipynb for histogram equalization and ClassicAUG.ipynb for classic augmentation
CACGAN_AUG.ipynb for data synthetizing using an AC-GAN model
GenerateData.ipynb for generating new data to ./GANGEN through the Generator saved during training
folders [augmented, original, synthetic] are results of multiple classifiers on augmented data, original data, and synthetic data, respectively
Classic Augmentation
Histogram Equalization
Lung CT Images Generated by the Generator After 1, 20, 50, 100, 500, 1000 Epochs
Generated Data of the Generator After the Last Iteration (Left), and the Real Data (Right)