Uncertainty-Aware adaptive neuro-fuzzy transformer framework for robust multi-center lung disease classification

The accurate multi-class classification of lung disease from chest radiographs remains challenging because of the diagnostic uncertainty, domain shift, class imbalance and over-reliance on the confidence-based thresholds. The existing CNN–fuzzy based hybrid f…