English(EN) WING: A Window-Prior-Based Generative Network with Gated Inception for Cross-Modality CT Synthesis

WING生成网络在MRI/CBCT合成CT方面达到SOTA水平 · 跟踪3个来源

作者 PulseAugur 编辑部 · [3 个来源] · 2026-07-07 13:02

研究人员开发了WING，一种新颖的生成网络，用于跨模态CT合成。该模型将回归目标重新表述为多个窗口化表示，解决了直接CT强度回归的挑战。WING利用门控卷积生成器和融合-精炼Transformer来聚合窗口化输出并精炼细节，在MRI到CT和CBCT到CT的基准测试中取得了最先进的性能。 AI

影响推动了医学影像CT合成的进步，可能改善放疗计划并减少辐射暴露。

排序理由该集群描述了一篇详细介绍新型生成网络模型的学术论文。

AI 生成摘要 · Google Gemini · 来自 3 个来源。我们如何撰写摘要 →

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Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Research; 该集群描述了一篇详细介绍新型生成网络模型的学术论文。
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Topics: paper, model release; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
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Hugging Face Daily Papers TIER_1 English(EN) · 2026-07-07 13:02

WING：一种基于窗口优先的生成网络，带有门控卷积用于跨模态CT合成

Generating CT volumes from MRI and CBCT can improve treatment planning in adaptive radiotherapy while avoiding additional radiation exposure. However, direct regression of CT intensities is challenged by the inherently high dynamic range and long-tailed distributions, thereby ave…
arXiv cs.CV TIER_1 English(EN) · Siyuan Mei, Yan Xia, Yipeng Sun, Siming Bayer, Zirong Li, Chengze Ye, Daiqi Liu, Fuxin Fan, Yixing Huang, Andreas Maier · 2026-07-08 04:00

WING：一种基于窗口优先的生成网络，带有门控卷积用于跨模态CT合成

arXiv:2607.06234v1 Announce Type: new Abstract: Generating CT volumes from MRI and CBCT can improve treatment planning in adaptive radiotherapy while avoiding additional radiation exposure. However, direct regression of CT intensities is challenged by the inherently high dynamic …
arXiv cs.CV TIER_1 English(EN) · Andreas Maier · 2026-07-07 13:02

WING：一种基于窗口优先的生成网络，带有门控卷积用于跨模态CT合成

Generating CT volumes from MRI and CBCT can improve treatment planning in adaptive radiotherapy while avoiding additional radiation exposure. However, direct regression of CT intensities is challenged by the inherently high dynamic range and long-tailed distributions, thereby ave…