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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Xiaosheng Zhuang

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Sep 2026

Framelet Regularized SENSE Calibration in \({k}\)-Space with Conditional Sensitivity-Map Updates for Parallel MRI Reconstruction

Abstract. Parallel Magnetic Resonance Imaging (pMRI) shortens scan time by reducing the amount of k-space data acquired from multiple receiver coils. Conventional model-based reconstruction algorithms typically exploit either coil sensitivity information in the image domain or intercoil correlations in the frequency d...

Wei-Peng Chen, Hong-Jia Chen, Yan-Ran Li et al. · 0 citations
Jul 2026

A Bilevel Sensitivity-Corrected Reconstruction Framework with Deep Priors for Parallel MRI

A model-driven bilevel optimization framework that couples SENSE-based image reconstruction with SPIRiT-based k-space calibration through shared CSMs, and introduces a deep-prior-guided regularization strategy that preserves the structure of classical linear regularizers while adaptively learning spatially varying regu...

Weipeng Chen, Yan-Ran Li, Raymond H. Chan et al. · 0 citations

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