Neuroradiology
Deep-learning reconstruction enables about one minute 3D T1-weighted MRI: quantitative evaluation of Acceleration-quality Trade-offs and motion reduction.
Keita Watanabe, Kazuhiko Oyu, Sera Kasai, Kana Saito, Tomohiro Shintaku, Shinya Kakehata, Fumiyasu Tsushima, Atsushi Nozaki, Xucheng Zhu, Tetsuya Wakayama, Shingo Kakeda
Published: 202510.1007/s00234-025-03846-0
Abstract
PURPOSE: Deep learning-based reconstruction techniques, such as the prototype DL-Speed, have been developed to accelerate 3D T1-weighted imaging, but their clinical utility and impact on quantitative analysis have not been systematically validated. T…
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