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Aquatics reconstruction software: the design of a diagnostic tool based on computer vision algorithms

机译:水上运动重建软件:基于计算机视觉算法的诊断工具的设计

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摘要

Computer vision methods can be applied to a variety of medical and surgical applications, and many techniques and algorithms are available that can be used to recover 3D shapes and information from images range and volume data. Complex practical applications, however, are rarely approachable with a single technique, and require detailed analysis on how they can be subdivided in subtasks that are computationally treatable and that, at the same time, allow for the appropriate level of user-interaction. In this paper we show an example of a complex application where, following criteria of efficiency, reliability and user friendliness, several computer vision techniques have been selected and customized to build a system able to support diagnosis and endovascular treatment of Abdominal Aortic Aneurysms. The system reconstructs the geometrical representation of four different structures related to the aorta (vessel lumen, thrombus, calcifications and skeleton) from CT angiography data. In this way it supports the three dimensional measurements required for a careful geometrical evaluation of the vessel, that is fundamental to decide if the treatment is necessary and to perform, in this case, its planning. The system has been realized within the European trial AQUATICS (IST-1999-20226 EUTIST-M WP 12), and it has been widely tested on clinical data.
机译:计算机视觉方法可以应用于各种医疗和外科应用,并且可以使用许多技术和算法来从图像范围和体积数据中恢复3D形状和信息。但是,复杂的实际应用程序很难用一种技术来实现,并且需要详细分析如何将它们细分为可计算处理的子任务,并同时允许适当级别的用户交互。在本文中,我们展示了一个复杂应用的示例,其中根据效率,可靠性和用户友好性的标准,选择并定制了几种计算机视觉技术,以构建能够支持腹主动脉瘤的诊断和血管内治疗的系统。该系统从CT血管造影数据重建与主动脉相关的四个不同结构(血管腔,血栓,钙化和骨骼)的几何表示。这样,它可以支持对血管进行仔细的几何评估所需的三维测量,这对于决定是否需要治疗并在这种情况下进行计划至关重要。该系统已在欧洲AQUATICS试验(IST-1999-20226 EUTIST-M WP 12)中实现,并已在临床数据上进行了广泛测试。

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