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Enhancing low-dose CT denoising via multi-view knowledge transfer without paired data

IntroductionDespite remarkable advancements in deep learning for low-dose computed tomography (LDCT) denoising, two significant challenges persist: (i) the requirement for paired LDCT and high-dose computed tomography (HDCT) images, which are often impractical to obtain in clinical settings; and (ii...

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Autori principali: Yueyang You, Li Xu, Gen Wei, Fuzhou Hua, Yingbo Hu
Natura: Artigo
Lingua:Inglês
Pubblicazione: Frontiers Media S.A. 2026-05-01
Serie:Frontiers in Radiology
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Accesso online:https://www.frontiersin.org/articles/10.3389/fradi.2026.1691258/full
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