AMM-Diff imputes missing MRI modalities from any available subset using an image-frequency fusion network pretrained with masked-image modeling and a diffusion decoder, outperforming Pix2Pix and UMM-CSGM on BraTS 2021.
Deep learning approaches for data augmentation in medical imaging: A review,
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AMM-Diff: Adaptive Multi-Modality Diffusion Network for Missing Modality Imputation
AMM-Diff imputes missing MRI modalities from any available subset using an image-frequency fusion network pretrained with masked-image modeling and a diffusion decoder, outperforming Pix2Pix and UMM-CSGM on BraTS 2021.