Fig. 4: Generarlization to other tasks.

ROC curves for prediction of AMD (a) and age (b) using the CNN trained on the glaucoma dataset. Classification performance did not significantly differ from chance for any of the networks. This demonstrates the inability of a network trained to distinguish subjects based on glaucoma status to generalize to age or AMD.