openalexFrontiers in Neurology2026-07-23
GMANet: a CPU-only ultra-lightweight 3D CNN for real-time glioma triage in resource-limited environments
Caijian Hua, Xuerong Jing, Liuying Li, X Y Zhou
Objective Unlike our previously published Graphics Processing Unit-based (GPU) Dynamic Pathway-Enhanced Attention Network (DPEA-Net) which is optimized for radiotherapy planning, state-of-the-art GPU-dependent brain tumor segmentation models cannot be deployed in primary care cli…