晨间信号Morning Signal
《科学》 第393卷 第6817期 · 2026年9月17日 · 中文解读

RADAR+:扩展诊断范围

RADAR+: Extending diagnostic scopes
约 11 分钟Research Article在小程序里点播,20 到 60 分钟做好
这篇讲什么
本文介绍了RADAR+模型,通过引入全局图像-文本对齐模块和发现提示对齐策略,将诊断范围从器官特异性任务扩展到全容积CT扫描,并比较了多种视觉-语言和监督学习基线方法。
原文开头
To extend RADAR beyond organ- specific tasks, we introduced a global image- text alignment module in RADAR+, enabling the model to associate whole- volume CT representations with complete radiology reports. This design is particularly useful for diagnostic scenarios in which the relevant pathology is not confined to a predefined anatomical structure or may involve multiple distributed regions. In the vision branch, a learnable global query token aggregates spatial features from the entire CT feature map through a cross- attention mechanism, producing a global visual representation of the scan. In the text branch, the full radiology report is encoded by the text encoder to obtain a corresponding global textual representation. …
摘自《科学》(Science)第393卷 第6817期 · 2026年9月17日。仅引用开头一小段供了解文章,版权归原刊所有,全文请阅读原刊。
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