Abstract: Cross-modality domain adaptation (e.g., CT↔MR) in medical image segmentation is hindered by both intensity distribution shifts and structural discrepancies. Traditional histogram matching ...

Abstract: Generative models trained on extensive high-quality datasets effectively capture the structural and statistical properties of clean images, rendering them powerful priors for transforming ...