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Highly Informative Natural Scene Regions Increase Microsaccade Production during Visual Scanning

机译:高度信息化的自然场景区域在可视扫描期间增加了微扫视的产生

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摘要

Classical image statistics, such as contrast, entropy, and the correlation between central and nearby pixel intensities, are thought to guide ocular fixation targeting. However, these statistics are not necessarily task relevant and therefore do not provide a complete picture of the relationship between informativeness and ocular targeting. Moreover, it is not known whether either informativeness or classical image statistics affect microsaccade production; thus, the role of microsaccades in information acquisition is also unknown. The objective quantification of the informativeness of a scene region is a major challenge, because it can vary with both image features and the task of the viewer. Thus, previous definitions of informativeness suffered from subjectivity and inconsistency across studies. Here we developed an objective measure of informativeness based on fixation consistency across human observers, which accounts for both bottom-up and top-down influences in ocular targeting. We then analyzed fixations in more versus less informative image regions in relation to classical statistics. Observers generated more microsaccades on more informative than less informative image regions, and such regions also exhibited low redundancy in their classical statistics. Increased microsaccade production was not explained by increased fixation duration, suggesting that the visual system specifically uses microsaccades to heighten information acquisition from informative regions.
机译:诸如对比度,熵以及中心像素强度与附近像素强度之间的相关性之类的经典图像统计数据被认为可以指导眼注视目标。但是,这些统计信息不一定与任务相关,因此不能提供信息性和眼目标之间关系的完整描述。此外,尚不清楚信息量或经典图像统计量是否会影响微扫视的产生。因此,微扫视在信息获取中的作用也是未知的。场景区域信息量的客观量化是一个重大挑战,因为它可能随图像特征和观看者的任务而变化。因此,以前关于信息性的定义在所有研究中都存在主观性和不一致之处。在这里,我们基于人类观察者的注视一致性,开发了一种客观的信息量度,该方法说明了眼球瞄准中自下而上和自上而下的影响。然后,我们分析了相对于经典统计数据而言,信息量较大或较少的图像区域中的注视。观察者在信息量更多而不是信息量较少的图像区域上产生了更多的微扫视,并且这些区域在其经典统计数据中也表现出较低的冗余度。固定持续时间的增加并不能解释微扫视仪产量的增加,这表明视觉系统专门使用微扫视仪来提高信息区域的信息获取能力。

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