Diabetic_Retinopathy_Detection

Classification of Images for detection of various stages of diabetic retinopathy, a disease which can lead of blindness.

Technologies Used

• Python, Jupyter Notebook

• Keras

  • ImageDataGenerator with flow_from_directory method to read training, validation, and testing images
  • Convolutional Neural Network model
  • Definition, Compilation, Fit, Evaluation of the model
  • Image Augmentation

• Matplotlib

Reference

• GitHub: https://github.com/daddyjab/Diabetic_Retinopathy_Detection

• Jupyter Notebook with Analysis and Report:

  • Report-Diabetic_Retinopathy_Augmented-96x96,64,128-DesktopCPUOnly.ipynb:
    https://github.com/daddyjab/Diabetic_Retinopathy_Detection/blob/master/Report-Diabetic_Retinopathy_Augmented-96x96%2C64%2C128-DesktopCPUOnly.ipynb

Visualizations

Figure: Diabetic Retinopathy Detection - Model Fitting History