crossrefMachine Learning and Knowledge Extraction2026-06-03
UncerKAN-Mamba: A Clinically Robust, Transparent, and Explainable AI Framework for Low-Latency Skin Lesion Segmentation with Deterministic Single-Pass Uncertainty Estimation
Background: Accurate skin lesion segmentation is central to early melanoma detection, yet existing uncertainty estimation methods such as Monte Carlo (MC) Dropout and Deep Ensembles impose heavy computational overhead, and most segmentation architectures offer no insight into whe…