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GazeVis: Interactive 3D Gaze Visualization for Contiguous Cross-Sectional Medical Images

机译:GazeVis:交互式3D可视化可视化连续跨医学图像

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Gaze visualization has been used to understand the results from gaze tracking studies in a wide range of fields. In the medical field, diagnoses of medical images have been studied with gaze tracking technology to understand how radiologists read medical images. While prior work were mainly based on diagnosis with a single image, recent work focused on diagnosis with consecutive cross-sectional medical images acquired from preoperative computed tomography (CT) or magnetic resonance imaging (MRI). In the diagnosis, radiologists scroll through a stack of images to get a 3D cognition of organs and lesions. Thus, it is important to understand radiologists’ gaze patterns three dimensionally across such contiguous cross-sectional images. However, little has been done to visualize more complicated gaze patterns from the contiguous cross-sectional medical images. To address this problem, we present an interactive 3D gaze visualization tool, GazeVis, where InfoVis and SciVis techniques are harmonized to show the abstract gaze data along with a realistic 3D rendering of the visual stimuli (i.e., organs and lesions). We present case studies with 12 radiologists who use GazeVis to investigate gaze patterns of their colleagues with different levels of expertise, providing empirical evidences about the competence of our gaze visualization system.
机译:凝视可视化已被用来理解来自各个领域的凝视追踪研究的结果。在医学领域,已经通过凝视跟踪技术研究了医学图像的诊断,以了解放射线学家如何读取医学图像。尽管先前的工作主要基于对单个图像的诊断,但是最近的工作重点在于对从术前计算机断层扫描(CT)或磁共振成像(MRI)获取的连续断层医学图像进行诊断。在诊断中,放射科医生滚动浏览一堆图像以获得器官和病变的3D认知。因此,重要的是要了解放射科医生的注视模式,这些注视模式在这些连续的横截面图像上都是三维的。然而,从连续的横截面医学图像中可视化更复杂的注视模式的工作很少。为了解决这个问题,我们提出了一种交互式3D凝视可视化工具GazeVis,其中InfoVis和SciVis技术被协调使用,以显示抽象的凝视数据以及视觉刺激(即器官和病变)的逼真的3D渲染。我们向12名放射学家提供案例研究,他们使用GazeVis来调查具有不同专业知识水平的同事的凝视模式,并提供有关我们凝视可视化系统能力的经验证据。

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