Review
Open access
Aug 2026
Brain Tumor Segmentation and Grading on MRI Using Deep Learning: A Systematic Literature Review and Benchmark-Driven Comparative Analysis
A benchmark-driven comparative synthesis ofMRI segmentation and histological grading in brain tumor segmentation and histological grading and an adapted QUADAS framework are conducted, finding external generalizability, uncertainty quantification, reproducibility, and prospective validation remain weak.
Lama Almudaimeegh, Kholoud Alwashmi, Z. Hamd
· Diagnostics · 0 citations