Author

Mingyu Hu

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Preprint Oct 2026

Hankel Subspace Self-Supervised Learning for Parallel MRI Reconstruction

Parallel magnetic resonance imaging reconstruction is an ill-posed inverse problem under undersampling. Multi-coil acquisition and Hankel lifting expose complementary repeated information: observations of the same anatomy across coils and repeated local k-space neighborhoods in overlapping windows. These dependencies g...

Ming-Yu Hu, Si-Quan Zhu, Xi-Jun Zhong et al. · 0 citations

Preprint Jul 2026

K-space Gaussian Representation for Parallel MRI

The proposed K-space Gaussian Representation (KGR), the first explicit continuous representation formulated directly in the native k-space domain, suggests that explicit continuous parameterization of native k-space provides a principled framework for integrating continuous signal modeling with structured low-rank reco...

Yu Guan, Mingyu Hu, Jiale Hu et al. · 0 citations