University of Tsukuba · Faculty of Pure and Applied Sciences · 准教授

Research keywordsMRI reconstruction・quantitative MRI・self-supervised learning・uncertainty estimation・MR microscopy・sodium MRI・mobile MRI

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• A unified approach for maintaining MRI reconstruction quality and quantifying both aleatoric and epistemic uncertainty2026 · 論文
• Ground-truth-free deep learning approach for accelerated quantitative parameter mapping with memory efficient learning2025 · 論文
• Model-based deep learning with fully connected neural networks for accelerated magnetic resonance parameter mapping2025 · 論文
• Impact of the Magnetization Transfer Effect on T1 Measurements in Quantitative MR Imaging: Comparison of the Two-dimensional Multidynamic Multiecho (2D-MDME) and Three-dimensional Quantification Using an Interleaved Look-Locker Acquisition Sequence (3D-QALAS) Protocols on Two Systems2025 · 論文

• AIを用いたMRI画像再構成および学習最適化の研究2025 · 富士フイルム株式会社/
• 陽子線治療装置用MRIの研究開発2025 · 住友重機械工業株式会社/
• AIを用いたMRI画像再構成および演算処理技術の研究2024 · 富士フイルムヘルスケア株式会社/委託研究
• MR画像誘導陽子線治療装置向けのMRI撮像系と画像処理の基礎検討2024 · 住友重機械工業株式会社/委託研究

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