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Estimation of the Horizon in Photographed Outdoor Scenes by Human and Machine

机译:人与机器对室外拍摄场景中地平线的估计

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摘要

We present three experiments on horizon estimation. In Experiment 1 we verify the human ability to estimate the horizon in static images from only visual input. Estimates are given without time constraints with emphasis on precision. The resulting estimates are used as baseline to evaluate horizon estimates from early visual processes. Stimuli are presented for only ms and then masked to purge visual short-term memory and enforcing estimates to rely on early processes, only. The high agreement between estimates and the lack of a training effect shows that enough information about viewpoint is extracted in the first few hundred milliseconds to make accurate horizon estimation possible. In Experiment 3 we investigate several strategies to estimate the horizon in the computer and compare human with machine “behavior” for different image manipulations and image scene types.
机译:我们提出了三个关于视界估计的实验。在实验1中,我们验证了人类仅凭视觉输入即可估算静态图像中地平线的能力。给出的估计没有时间限制,重点是精度。所得估计值用作评估早期视觉过程中视界估计值的基准。仅在ms内显示刺激,然后将其掩盖以清除视觉短期记忆并强制估计仅依赖早期过程。估计之间的高度一致性和缺乏训练效果表明,在最初的几百毫秒中就提取了有关视点的足够信息,从而可以进行准确的视线估计。在实验3中,我们研究了几种策略来估计计算机中的视野,并比较人与机器对不同图像操作和图像场景类型的“行为”。

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