AnyTwoReg is a set-based groupwise registration method that achieves zero-shot generalization across variable-length and variable-contrast cardiac MRI sequences by using permutation-invariant feature aggregation.
IEEE Transactions on Medical Imaging40(12), 3543–3554 (2021)
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RePCM uses a reconstruction network for vertex-wise motion descriptors and clustering to create functional regions, then applies a region-specific injection module and phenotype-adaptive mixture-of-experts prior in a conditional VAE to synthesize bi-ventricular cardiac motion from one end-diastolic
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Set-Based Groupwise Registration for Variable-Length, Variable-Contrast Cardiac MRI
AnyTwoReg is a set-based groupwise registration method that achieves zero-shot generalization across variable-length and variable-contrast cardiac MRI sequences by using permutation-invariant feature aggregation.
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RePCM: Region-Specific and Phenotype-Adaptive Bi-Ventricular Cardiac Motion Synthesis
RePCM uses a reconstruction network for vertex-wise motion descriptors and clustering to create functional regions, then applies a region-specific injection module and phenotype-adaptive mixture-of-experts prior in a conditional VAE to synthesize bi-ventricular cardiac motion from one end-diastolic