图像中人物特征的视觉显著性

Taira Nagashima, H. Takano, K. Nakamura
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摘要

视觉显著性图被提出作为估计人类视觉注意力的计算模型。显著性图用于估计静止和运动图像的自下而上的视觉注意。然而,在包括自上而下视觉注意的条件下,如广告,显著性图估计的视觉注意的准确性下降。特征特征是导致显著性图精度下降的因素之一。在本研究中,我们假设文字特征具有显著性以诱导视觉注意。为了验证这一假设,进行了两类实验。在实验中,静态图像插入两个字符(日语或泰语的平假名字符串)和简单的符号作为视觉刺激。为排除自上而下注意的影响,视觉刺激呈现时间较短(2s)。结果表明,图像中字符(HIRAGANAs和Thais)区域的注视概率高于符号区域。配对t检验显示,HIRAGANAs与符号的注视率差异有统计学意义(p <;0.001)。泰国人和符号之间的配对t检验也是如此(p <;0.001)。因此,本研究结果表明了字符的视觉显著性。
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Visual saliency of character feature in an image
Visual saliency map has been proposed as a computational model for estimating the visual attention of a human. The saliency map is used to estimate the bottom-up visual attention for still and moving images. However, under the condition including the top-down visual attention, e.g. advertisement, the accuracy of visual attention estimated from the saliency map decreased. The character feature is considered as one of the factors that the deterioration of the saliency map accuracy is induced. In this study, we hypothesized that the features of characters have the saliency to induce the visual attention. Two types of experiments were performed to test this hypothesis. The still images inserted with both of characters (HIRAGANAs in Japanese or Thai strings) and simple symbols were used as visual stimuli in the experiments. The visual stimuli were presented to the subjects for a short period (2s) to exclude the effect of top-down attention. In result, the fixation probability of the character (both HIRAGANAs and Thais) region in the image was higher than that of the symbol region. The paired t-test provided the significant difference of the fixation ratio between HIRAGANAs and symbols (p <; 0.001). The same is true for the paired t-test between Thais and symbols (p <; 0.001). Thus, the present results indicate the visual saliency of characters.
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