Article
Enhancing AI-based decision support system with automatic brain tumor segmentation for EGFR mutation classification.
Medical & biological engineering & computing - 1 Jan 2026
Gökmen Neslihan, Kocadağlı Ozan, Cevik Serdar, Aktan Cagdas, Eghbali Reza, Liu Chunlei
Abstract excerpt
Glioblastoma (GBM) carries poor prognosis; epidermal-growth-factor-receptor (EGFR) mutations further shorten survival. We propose a fully automated MRI-based decision-support system (DSS) that segments GBM and classifies EGFR status, reducing reliance on invasive biopsy. The segmentation module (UNet SI) fuses multiresolution, entropy-ranked shearlet features with CNN features, preserving fine detail through...
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