Accelerating imaging: deep learning for enhanced 123I-ioflupane SPECT efficiency

A compact four-layer U-Net restores diagnostic fidelity to 5-min <sup>123</sup>I-ioflupane SPECT, enabling an 80% reduction in scan time without loss of quantitative metrics or interpretability. DL-accelerated protocols may enhance comfort, reduce motion artefacts and increase throughput, warranting prospective multicentre validation.

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Publication Details

Journal
Japanese Journal of Radiology
Published
2025-12-18
DOI
https://doi.org/10.1007/s11604-025-01933-z
Primary Topic
Medical Imaging Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Accelerating imaging: deep learning for enhanced 123I-ioflupane SPECT efficiency

Yuka Takeuchi, Shingo Kato, Keiichi Horie, Ryo Aoki et al.
Japanese Journal of Radiology
Medical Imaging Techniques and Applications
article

Accelerating imaging: deep learning for enhanced 123I-ioflupane SPECT efficiency

Yuka Takeuchi, Shingo Kato, Keiichi Horie, Ryo Aoki, Daisuke Utsunomiya, Tsuneo Yamashiro, Yoshinobu Ishiwata, Hitoshi Iizuka, Shoko Takano, Shinjiro Aso, Akira Haga, Yuka Misumi, Kazuhiro Aritome
article en

Abstract

A compact four-layer U-Net restores diagnostic fidelity to 5-min <sup>123</sup>I-ioflupane SPECT, enabling an 80% reduction in scan time without loss of quantitative metrics or interpretability. DL-accelerated protocols may enhance comfort, reduce motion artefacts and increase throughput, warranting prospective multicentre validation.

Japanese Journal of Radiology
Yokohama City University Medical Center (JP), Yokohama City University Hospital (JP), Yokohama City University (JP)
Japan Society for the Promotion of Science
Openalex Percentile: Top 44%
Medical Imaging Techniques and Applications
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Accelerating imaging: deep learning for enhanced 123I-ioflupane SPECT efficiency — Yuka Takeuchi, Shingo Kato, et al. · Japanese Journal of Radiology (2025) | TGRS Research Map | TGRS