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Quality factors of handwritten characters based on human visual perception

机译:基于人类视觉感知的手写字符的质量因素

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Abstract: Although various hand-written Kanji character recognition techniques have been developed, they are not yet satisfactory. Hand-written characters can vary in shape so much that the recognition rate depends greatly on their quality. It is very useful to know how humans recognize hand-written characters. Accordingly, we made two kinds of evaluations. First, we carried out a subjective experiment to ascertain whether humans use common criteria for judging character quality or not. Japanese adults were asked to rate the character quality on a 5 point- scale. The results suggested that the subjects used common criteria. Second, to find the character' key parts, we analyzed the subject's eye movement as the quality was evaluated. The experiments revealed that the parts on which the subject's attention was concentrated were: areas of high stroke density, the positioning of the stroke and its spacing, and character composition. Based on the results of these experiments, we have proposed new measures for stroke, pixel, line width, aspect ratio, and character balance. It was indicated that the measures are useful factors for determining the quality of hand-written Kanji characters.!
机译:摘要:尽管已开发了各种手写汉字字符识别技术,但它们仍不令人满意。手写字符的形状可能变化很大,以致识别率在很大程度上取决于其质量。了解人类如何识别手写字符非常有用。因此,我们进行了两种评估。首先,我们进行了一个主观实验,以确定人类是否使用共同的标准来判断人物素质。日本成年人被要求以5分制来评定人物素质。结果表明受试者使用通用标准。其次,为了找到角色的关键部分,我们在评估质量时分析了对象的眼睛运动。实验表明,受检者注意力集中的部分是:高笔触密度的区域,笔触的位置及其间距以及字符组成。根据这些实验的结果,我们提出了笔划,像素,线宽,纵横比和字符平衡的新度量。结果表明,这些措施是确定手写汉字字符质量的有用因素。

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