English(EN) SynthRCT: Scalable Conditional Deformation Synthesis for Synthetic Repeat CT Generation

SynthRCT框架生成用于质子治疗稳健性的合成4DCT图像

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-10 04:00

研究人员开发了SynthRCT，一个用于生成合成4D计算机断层扫描（4DCT）图像的新型框架，这对于评估质子治疗计划的稳健性至关重要。这个基于条件变分自编码器的条件生成模型学会了合成逼真的解剖变形。SynthRCT能够大规模生成这些变形，从而在简化场景之外实现更全面的患者特异性变异性分析。 AI

影响通过提供逼真的合成数据，能够实现更稳健的医学影像AI驱动的治疗计划。

排序理由该集群包含一篇详细介绍新的合成数据生成方法的论文。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

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arXiv cs.AI TIER_1 English(EN) · Tomas Guija-Valiente, Blanca Rodriguez-Gonzalez, Norberto Malpica · 2026-09-10 04:00

SynthRCT：可扩展的条件变形合成用于合成重复CT生成

arXiv:2609.08627v1 Announce Type: cross Abstract: In proton therapy, plans are typically optimized on a single planning CT, making robustness evaluation essential under anatomical changes. However, current scenarios often rely on simplified perturbations that poorly capture compl…