The Morphological Failure of CNNs: Why I Pivoted to GNNs

TL;DR Standard CNNs overfit to the global intensity template of retinal fundus images, failing to capture the intrinsic geometry of the vascular tree. Representing the retina as a non-Euclidean graph eliminates thi...