Dual-encoder 3D transformer-based U-Net with temporal attention for non-mass enhancement segmentation in breast dynamic contrast-enhanced MRI.

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Title: Dual-encoder 3D transformer-based U-Net with temporal attention for non-mass enhancement segmentation in breast dynamic contrast-enhanced MRI.
Authors: Kosugi T; Graduate School of Science and Engineering, Ritsumeikan University, 1-1-1 Noji- higashi, Kusatsu, 525-8577, Shiga, Japan. ri0113vs@ed.ritsumei.ac.jp., Nakayama R; Graduate School of Science and Engineering, Ritsumeikan University, 1-1-1 Noji- higashi, Kusatsu, 525-8577, Shiga, Japan., Sakai K; Graduate School of Medical Sciences, Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo- ku, Kyoto, 602-8566, Japan., Goto M; Graduate School of Medical Sciences, Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo- ku, Kyoto, 602-8566, Japan.
Source: Radiological physics and technology [Radiol Phys Technol] 2026 Mar; Vol. 19 (1), pp. 259-269. Date of Electronic Publication: 2026 Jan 08.
Publication Type: Journal Article
Journal Info: Publisher: Springer Japan Country of Publication: Japan NLM ID: 101467995 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1865-0341 (Electronic) Linking ISSN: 18650333 NLM ISO Abbreviation: Radiol Phys Technol Subsets: MEDLINE; In Process
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  Data: <searchLink fieldCode="AU" term="%22Kosugi+T%22">Kosugi T</searchLink>; Graduate School of Science and Engineering, Ritsumeikan University, 1-1-1 Noji- higashi, Kusatsu, 525-8577, Shiga, Japan. ri0113vs@ed.ritsumei.ac.jp.<br /><searchLink fieldCode="AU" term="%22Nakayama+R%22">Nakayama R</searchLink>; Graduate School of Science and Engineering, Ritsumeikan University, 1-1-1 Noji- higashi, Kusatsu, 525-8577, Shiga, Japan.<br /><searchLink fieldCode="AU" term="%22Sakai+K%22">Sakai K</searchLink>; Graduate School of Medical Sciences, Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo- ku, Kyoto, 602-8566, Japan.<br /><searchLink fieldCode="AU" term="%22Goto+M%22">Goto M</searchLink>; Graduate School of Medical Sciences, Department of Radiology, Kyoto Prefectural University of Medicine, 465 Kajii-cho, Kawaramachi-Hirokoji, Kamigyo- ku, Kyoto, 602-8566, Japan.
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  Data: <searchLink fieldCode="JN" term="%22101467995%22">Radiological physics and technology</searchLink> [Radiol Phys Technol] 2026 Mar; Vol. 19 (1), pp. 259-269. <i>Date of Electronic Publication: </i>2026 Jan 08.
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        Value: 10.1007/s12194-025-01004-y
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      – TitleFull: Dual-encoder 3D transformer-based U-Net with temporal attention for non-mass enhancement segmentation in breast dynamic contrast-enhanced MRI.
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            NameFull: Kosugi T
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              Text: 2026 Mar
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              Y: 2026
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