CNN Total Keras

This repository contains a collection of various libraries and utility functions for deep learning with Keras. and This is a module being used for medical tasks.

• task
  • Data Loader
    • multi process
    • support augmentation
      • use albumentation
  • classification
  • segmentation
  • generation
    • attgan
    • stargan
    • cyclegan
    • wgan
  • 2d_3d
• backbone
  • inception_v3
  • inception_resnet_v2
  • deeplab_v3_plus
  • swin_unet
  • vit
• util
  • pathology
    • vahadane
      • seperate h and e
      • stain normalization
    • xray_ct
      • fastmarching filter

Installation Or How to use it.

To be Done. I create custom .ipynb files for each task to use this module, and I haven't uploaded any files yet because the general usage method hasn't been confirmed. If there is a request, I will upload examples of the .ipynb files. But The files under the 'src/model' directory should be easy to use as they return tensorflow.keras.Model objects. If needed, you can directly import and use them in your projects.

Why should you use this repository?

If you become proficient in handling this code, you can quickly carry out various tasks or experiments just by adjusting parameters.

Limitation

I am considering creating a web page for documentation because the current documentation for this repository is not well-organized.

To BE Done

• Make DocString.
• Create Document Page for this repository.