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首页> 外文期刊>IEEE transactions on information technology in biomedicine >AIM: attentionally based interaction model for the interpretation of vascular angiography
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AIM: attentionally based interaction model for the interpretation of vascular angiography

机译:目的:基于注意力的交互模型用于解释血管造影

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We propose a model to interpret neurovascular X-ray angiogram (XRA) images interactively. This attentionally based interactive model (AIM) exploits human interaction as part of the solution. AIM posits two channels of interaction: context (what to look for) and focus-of-attention (where to look) as the locus of spatial information exchange between the user and the machine. In an AIM system, the user specifies a context (e.g., a carotid vessel) and directs the attentional spotlight to focus machine processing. AIM involves the user with the computer as integral partners and facilitates varying degrees of human intervention in the process. A hierarchy of context abstractions permits the system to function more autonomously (doing high-level tasks like extracting an arterial vessel) in routine interpretation and to require more user intervention (e.g., locating arterial wall boundaries) as the image complexity increases. This is especially important in medical imaging where the medical professional must have ultimate control and confidence in the system. Such technology can have a significant impact on the design of radiological systems.
机译:我们提出了一个模型来交互式解释神经血管X射线血管造影(XRA)图像。这种基于注意力的交互式模型(AIM)将人机交互作为解决方案的一部分。 AIM提出了两个交互渠道:上下文(要查找的内容)和关注焦点(要查找的位置),作为用户和机器之间空间信息交换的场所。在AIM系统中,用户指定上下文(例如颈动脉血管),并将注意力集中到聚焦机器处理上。 AIM使用户将计算机作为不可分割的伙伴,并在此过程中促进不同程度的人工干预。上下文抽象的层次结构允许系统在例行解释中更加自主地运行(执行高级别任务,例如提取动脉血管),并且随着图像复杂度的增加,需要更多的用户干预(例如,定位动脉壁边界)。这在医学成像中尤其重要,在医学成像中,医学专业人员必须对系统具有最终的控制权和信心。此类技术可能会对放射系统的设计产生重大影响。

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