Fig. 1

The overall diagnosis framework for imbalanced ophthalmic images. a The automatic localization module for lens ROI. b The cost-factor optimization module for the CS-ResCNN method. c The CS-ResCNN development and evaluation module. ROI, region of interest; CS-ResCNN, cost-sensitive residual convolutional neural network