D3Seg improves brain tumor segmentation under missing MRI modalities via multi-hop graph fusion, latent diffusion imputation, and probability refinement, reporting 1-2% Dice gains on BraTS 2023.
Hetero-modal variational encoder-decoder for joint moda lity comple- tion and segmentation,
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D3Seg: Dependency-Aware Diffusion for Brain Tumor Segmentation with Missing Modalities
D3Seg improves brain tumor segmentation under missing MRI modalities via multi-hop graph fusion, latent diffusion imputation, and probability refinement, reporting 1-2% Dice gains on BraTS 2023.