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Speedup of Parsing for Recognition of Online Handwritten Mathematical Expressions

机译:解析在线手写数学表达式的解析加速

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This paper proposes a method for speeding up parsing process for recognizing online handwritten mathematical expressions (OHME). We prune infeasible partitions in the parsing table to reduce the time for the parsing process. Low score partitions are candidates for pruning. Our method can be applied for any parsing algorithms that use score functions. In this paper, we use a stroke order free system as a baseline system. The method is as follows. First, we analyze the scores of partitions in each row of the parsing table. Then, we determine a threshold for each row to prune low score partitions. Finally, we employ these thresholds to prune low score partitions on the baseline recognition system. The results of evaluations of our method on the CROHME 2014 database show that the recognition process is speeded up by 3.46 times and 4.97 times while recognition rate is reduced only 0.31 point and 0.71 point, respectively.
机译:本文提出了一种加快解析过程的方法,用于识别在线手写数学表达式(OHME)。我们在解析表中修剪了不可行的分区,以减少解析过程的时间。低分分区是修剪的候选人。我们的方法可以应用于使用分数函数的任何解析算法。在本文中,我们使用中风命令免费系统作为基线系统。该方法如下。首先,我们分析解析表的每一行中的分数。然后,我们确定每行的阈值以进行剪辑低分分区。最后,我们雇用这些阈值来在基线识别系统上剪裁低分分区。我们在Crohme 2014数据库上评估我们的方法的结果表明,识别过程的加速3.46倍,4.97倍,识别率分别减少0.31点和0.71点。

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