Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation

Kunpeng Qiu, Zhiqiang Gao, Zhiying Zhou +2

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…