CA-Diff jointly denoises a brain label and an atlas-derived distance field with one diffusion U-Net, plus a consistency loss and time-adapted attention, and reports state-of-the-art Dice on MALC, SchizBull, and Hammers.
Un- etr: Transformers for 3d medical image segmentation,
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CA-Diff: Collaborative Anatomy Diffusion for Brain Tissue Segmentation
CA-Diff jointly denoises a brain label and an atlas-derived distance field with one diffusion U-Net, plus a consistency loss and time-adapted attention, and reports state-of-the-art Dice on MALC, SchizBull, and Hammers.