DPL: Spatial-Conditioned Diffusion Prototype Enhancement for One-Shot Medical Segmentation

Ziyuan Gao, Philippe Morel

One-shot medical image segmentation faces fundamental challenges in prototype representation due to limited annotated data and significant anatomical variability across patients. T…