A vascular synthetic model for improved aneurysm segmentation and detection via Deep Neural Networks

arXiv:2403.18734v1 Announce Type: cross
Abstract: We hereby present a full synthetic model, able to mimic the various constituents of the cerebral vascular tree: the cerebral arteries, the bifurcations and the intracranial aneurysms. By building this model, our goal was to provide a substantial dataset of brain arteries which could be used by a 3D Convolutional Neural Network (CNN) to either segment or detect/recognize various vascular diseases (such as artery dissection/thrombosis) or even some portions of the cerebral vasculature, such as …

abstract aneurysm arxiv brain building cerebral cs.cv dataset detection eess.iv networks neural networks segmentation synthetic tree type via