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Wearable Gaze Trackers: Mapping Visual Attention in 3D

机译:可穿戴式凝视跟踪器:在3D中映射视觉注意力

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摘要

The study of visual attention in humans relates to a wide range of areas such as: psychology, cognition, usability, and marketing. These studies have been limited to fixed setups with respondents sitting in front of a monitor mounted with a gaze tracking device. The introduction of wearable mobile gaze trackers allows respondents to move freely in any real world 3D environment, removing the previous restrictions. In this paper we propose a novel approach for processing visual attention of respondents using mobile wearable gaze trackers in a 3D environment. The pipeline consists of 3 steps: modeling the 3D area-of-interest, positioning the gaze tracker in 3D space, and 3D mapping of visual attention. The approach is general, but as a case study we created 3D heat maps of respondents visiting supermarket shelves as well as finding their in-store movement relative to these shelves. The method allows for analysis across multiple respondents and to distinguish between phases of in-store orientation (far away) and product recognition/selection (up close) based on distance to shelves.
机译:人类对视觉注意力的研究涉及多个领域,例如:心理学,认知,可用性和市场营销。这些研究仅限于固定的设置,让受访者坐在装有注视跟踪设备的监视器前。可穿戴式移动凝视追踪器的引入使受访者可以在任何现实世界的3D环境中自由移动,而无需再进行以前的限制。在本文中,我们提出了一种新颖的方法,用于在3D环境中使用移动可穿戴式凝视追踪器来处理受访者的视觉注意力。管道包括3个步骤:对3D感兴趣区域建模,将凝视跟踪器放置在3D空间中以及视觉注意的3D映射。该方法是通用的,但作为案例研究,我们创建了访问超市货架的受访者的3D热图,并发现他们相对于这些货架的店内移动。该方法允许对多个受访者进行分析,并根据到货架的距离区分店内定位(远处)和产品识别/选择(近距离)阶段。

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