arxivcs.CVcs.AI2026-07-03
SNR-Adaptive Unified Diffusion for Multi-Task Medical Image Segmentation
Jiahao Liu, Hang Wei, Shuai Wu
Clinical cardiac imaging pipelines currently deploy separate models for each dataset and modality, incurring redundant training costs and precluding knowledge sharing across anatomically related tasks. Consolidating semi-supervised learning, unsupervised domain adaptation, and do…