Uncertainty-fetal head and pubic symphysis segmentation with enhanced multi-scale features and sparse visual graph attention

Published: 01 Jan 2026, Last Modified: 07 Nov 2025Expert Syst. Appl. 2026EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Introduces sparse visual graph attention blocks to balance global context aggregation and local feature emphasis.•Utilizes neighborhood attention transformer blocks to restore image resolution while capturing positional information effectively.•Implements test-time augmentation to evaluate performance robustness and improve model generalization.
Loading