Adaptive Conformal Redistribution for Inter-class Transitional Uncertainty in Medical Image Classification

Medical image classification is frequently complicated by transitional categories whose feature distributions overlap those of adjacent classes, producing ambiguous decision boundaries. Conformal prediction returns uncertainty-aware prediction sets, but these are not directly actionable in clinical