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New method for word recognition without segmentation

机译:无需分割的单词识别新方法

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Abstract: d for recognition of word feature graphs without previous segmentation into characters is described. In the system, each subgraph of features that matches a previously defined character prototype is recognized anywhere in the word even if it corresponds to a broken character or to a character touching another one. The characters are detected in the order defined by the matching quality. Each subgraph that is recognized is introduced as a node in a direct net that compiles different alternatives of interpretation of the features in the feature graph. A path in the net represents a consistent succession of characters in the word. The method allows the recognition of characters that overlap, or that are underlined. A final search for the optimal path under certain criteria gives the best interpretation of the word features. The character recognizer uses a flexible matching between the features and a flexible grouping of the individual features to be matched. Broken characters are recognized by looking for gaps between features that may be interpreted as part of a character. Touching characters are recognized because the matching allows non-matched adjacent features. The recognition results of this system on over 4,000 printed numeral characters belonging to a USPS database and on some hand printed words confirmed the method's high robustness level. !7
机译:摘要:描述了用于识别词特征图而无需事先将其分割为字符的d。在该系统中,每个与先前定义的字符原型匹配的特征子图都可以在单词中的任意位置识别,即使它对应于残破的字符或触摸另一个字符的字符。以匹配质量定义的顺序检测字符。被识别的每个子图都被引入为直接网中的节点,该节点网对特征图中的特征进行解释的不同选择。网络中的路径表示单词中字符的连续序列。该方法允许识别重叠或带下划线的字符。在某些条件下对最佳路径的最终搜索可以对单词特征进行最佳解释。字符识别器使用功能之间的灵活匹配和要匹配的各个功能的灵活分组。通过寻找可以解释为字符一部分的特征之间的间隙,可以识别出残破的字符。由于匹配允许不匹配的相邻特征,因此可以识别触摸字符。该系统对属于USPS数据库的4,000多个印刷数字字符和某些印刷词的识别结果证实了该方法的高鲁棒性。 !7

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