Sadaf Tabatabaee

SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classification

Brain tumor MRI classification models can achieve high aggregate accuracy, but reliable decision support also requires calibrated confidence estimates, transparent handling of uncertain cases, and careful evaluation under external data shift. This study presents SYNAPSE-X, a calibration-aware Vision Transformer framewo...