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Efficient dynamic time warping for 3D handwriting recognition using gyroscope equipped smartphones

机译:使用配备陀螺仪的智能手机进行3D手写识别的高效动态时间规整

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摘要

Handwriting character recognition from three-dimensional (3D) accelerometer data has emerged as a popular technique for natural human computer interaction. In this paper, we propose a 3D gyroscope-based handwriting recognition system that uses stepwise lower-bounded dynamic time warping, instead of conventional 3D accelerometer data. The results of experiments conducted indicate that our proposed method is more effective and efficient than conventional methods for user-independent recognition of the 26 lowercase letters in the English alphabet.
机译:三维(3D)加速度计数据中的手写字符识别已成为一种自然的人机交互技术。在本文中,我们提出了一种基于3D陀螺仪的手写识别系统,该系统使用逐步的下界动态时间扭曲来代替传统的3D加速度计数据。实验结果表明,我们提出的方法比常规方法对用户独立识别英语字母表中的26个小写字母的方法更有效。

著录项

  • 来源
    《Expert Systems with Application》 |2014年第11期|5180-5189|共10页
  • 作者单位

    School of Computer Science and Engineering, Chung-Ang University. Seoul, Republic of Korea;

    School of Computer Science and Engineering, Chung-Ang University. Seoul, Republic of Korea;

    School of Computer Science and Engineering, Chung-Ang University. Seoul, Republic of Korea;

    School of Computer Science and Engineering, Chung-Ang University. Seoul, Republic of Korea;

    School of Mechanical Engineering, Kyungpook National University, Daegu, Republic of Korea;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    3D handwriting recognition; Dynamic time warping; Gyroscope; Accelerometer;

    机译:3D手写识别;动态时间扭曲;陀螺仪加速度计;

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