Reconstructed contrast images in experiment 1 (AF12).

<p>Error images relative to the fully sampled reference image are displayed with x10 scaling. SL: Supervised Learning, SSL: Self-Supervised Learning, ZSSSL: Zero-Shot Self-Supervised Learning.</p> <p>(TIF)</p>

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Bibliographic Details
Main Author:	Naoto Fujita (677910) (author)
Other Authors:	Suguru Yokosawa (21463966) (author), Toru Shirai (21463969) (author), Yasuhiko Terada (815837) (author)
Published:	2025
Subjects:	Cell Biology Space Science Biological Sciences not elsewhere classified longer measurement times kellman et al high af conditions diagnostically important tissues 3d t2 mapping 2d t2 mapping improved image quality image contrast varies experiment 3 ). experiment 2 ), minimal speed reduction zsssl performed comparably multiple contrast images require fs data free learning methods study evaluated ssl multiple images image reconstruction experiment used space data significant reduction supervised learning efficient learning deep learning zsssl frameworks undersampled k three experiments study demonstrates slightly inferior simultaneous processing saving implementation reconstructed maps quantitative errors preparing large parameter changes conventional imaging conducted using another challenge acceleration factors
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Reconstructed contrast images in experiment 1 (AF12).

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