Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image Segmentation

Juan Miguel Valverde, Maja Østergaard, Adrian Rodriguez-Palomo +4

Accurate segmentation of thin, tubular structures (e.g., blood vessels) is challenging for deep neural networks. These networks classify individual pixels, and even minor misclassi…