2025
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
CVPR 2025poster
Deep learning has revolutionized medical image segmentation, yet its full potential remains constrained by the paucity of annotated datasets. While diffusion models have emerged as a promising approach for generating synthetic image-mask pairs to augment these datasets, they paradoxically suffer fro…