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A gesture recognition system with retina-V1 model and one-pass dynamic programming

机译:具有视网膜V1模型和一遍动态编程的手势识别系统

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摘要

Dynamic Programming (DP) algorithm has been studied from 1940s and successfully applied to pattern recognition fields such as continuous speech recognition, hand writing recognition, gesture recognition and so on. In this paper, we propose a novel hand gesture recognition system which includes three kinds of image processing: skin area segmentation, motion estimation by a retina-Vl model, and a gesture discrimination algorithm of One-Pass Dynamic Programming (One-Pass DP). A HSV-RGB filter is used to extract skin area in the color image, and the simple motion of hand area is estimated in eight directions by a retina-Vl model which is a computational model of primary visual cortex. Then the motions are used to compose 40 basic templates of gestures. In other words, hand gestures are considered as combinations of templates of simple motions, and One-Pass DP is used to recognize the pattern of gestures. Experiments dealt with individual and compound gestures were executed by online processing, and the results confirmed the effectiveness of the proposed system.
机译:动态编程(DP)算法自1940年代就开始研究,并成功应用于模式识别领域,例如连续语音识别,手写识别,手势识别等。在本文中,我们提出了一种新颖的手势识别系统,该系统包括三种图像处理:皮肤区域分割,基于视网膜-Vl模型的运动估计以及单程动态编程(One-Pass DP)的手势识别算法。 。 HSV-RGB过滤器用于提取彩色图像中的皮肤区域,手部区域的简单运动由视网膜-Vl模型在八个方向上进行估计,该模型是主要视觉皮层的计算模型。然后使用动作来构成40个基本手势模板。换句话说,手势被认为是简单动作模板的组合,并且“一次通过” DP用于识别手势模式。通过在线处理进行了关于个体和复合手势的实验,结果证实了该系统的有效性。

著录项

  • 来源
    《Neurocomputing》 |2013年第20期|291-300|共10页
  • 作者单位

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

    Graduate School of Science and Engineering, Yamaguchi University, Tokiwadai 2-16-1, Ube, Yamaguchi 755-8611, Japan;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    One-Pass DP; Gesture recognition; Skin color analysis; Motion estimation;

    机译:单程DP;手势识别;肤色分析;运动估计;

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