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Method for tracking eye gaze during interpretation of endoluminal 3D CT colonography: Technical description and proposed metrics for analysis

机译:在腔内3D CT结肠造影解释过程中跟踪视线的方法:技术说明和拟议的分析指标

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Purpose: To develop an eye-tracking method applicable to three-dimensional (3D) images, where the abnormality is both moving and changing in size. Materials and Methods: Research ethics committee approval was granted to record eye-tracking data from six inexperienced readers who inspected eight short (<30 seconds) endoluminal fly-through videos extracted from computed tomographic (CT) colonography examinations. Cases included true-positive and false-positive polyp detections from a previous study (polyp diameters, 5-25 mm). Eye tracking was performed with a desk-mounted tracker, and readers indicated when they saw a polyp with a mouse click. The polyp location on each video frame was quantified subsequently by using a circular mask. Gaze data related to each video frame were calculated relative to the visible polyp boundary and used to identify eye movements that pursue a polyp target as it changes size and position during fly-through. Gaze data were then related to positive polyp detections by readers. Results: Tracking eye gaze on moving 3D images was technically feasible. Gaze was successfully classified by using pursuit analysis, and pursuit-based gaze metrics were able to help discriminate different reader search behaviors and methods of allocating visual attention during polyp identification. Of a total of 16 perceptual errors, 15 were recognition errors. There was only one visual search error. The largest polyp (25 mm) was seen but not recognized by five of six readers. Conclusion: Tracking a reader's gaze during endoluminal interpretation of 3D data sets is technically feasible and can be described with pursuit-based metrics. Perceptual errors can be classified into visual search errors and recognition errors. Recognition errors are more frequent in inexperienced readers.
机译:目的:开发一种适用于三维(3D)图像的眼动追踪方法,其中异常在不断变化且大小不断变化。材料和方法:研究伦理委员会批准记录了六位缺乏经验的读者的眼动数据,这些读者检查了从计算机断层摄影(CT)结肠造影检查中提取的八段短(<30秒)腔内飞越视频。病例包括先前研究中检测到的真阳性和假阳性息肉(息肉直径为5-25 mm)。眼睛跟踪是使用台式跟踪器进行的,当读者单击鼠标看到息肉时,就会进行指示。随后通过使用圆形掩模来量化每个视频帧上的息肉位置。相对于可见息肉边界计算与每个视频帧相关的凝视数据,并用于识别追踪息肉目标的眼睛移动,因为该目标在飞越过程中会改变大小和位置。然后,凝视数据与阅读器检测到的阳性息肉相关。结果:在移动的3D图像上跟踪视线在技术上是可行的。通过使用追踪分析成功地对凝视进行了分类,并且基于追踪的凝视指标能够帮助区分不同的读者搜索行为以及在息肉识别过程中分配视觉注意力的方法。在总共16个感知错误中,有15个是识别错误。只有一个视觉搜索错误。看到最大的息肉(25毫米),但六个读者中有五个没有认出。结论:在腔内解释3D数据集期间跟踪读者的注视在技术上是可行的,并且可以用基于追踪的指标来描述。感知错误可分为视觉搜索错误和识别错误。在没有经验的读者中,识别错误更为常见。

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