首页> 外文会议>International Congress on Image and Signal Processing >An integrated color and hand gesture recognition approach for an autonomous mobile robot
【24h】

An integrated color and hand gesture recognition approach for an autonomous mobile robot

机译:一种自主移动机器人的集成颜色和手势识别方法

获取原文

摘要

The purpose of this paper is to develop a real-time human-robot interaction with hand gesture recognition which can be constructed combining color and shape cues. There are two major problems that need to be resolved in this study. Firstly, due to variation in the apparent color of targets under varying imaging conditions, we propose a color multithresholding method with thresholds self-tuning mechanism to overcome the variation of target color suitable for indoor and outdoor environments. Secondly, the feature of the hand gesture is determined through the boundary extraction algorithm and the Fourier descriptors without having the results being affected by the rotation or size of hand gestures. Subsequently, outline feature for the nonlinear non-separable type of data was classified by using the support vector machines. In this paper, the accuracy of hand gesture recognition for the robot vision system has been enhanced by processing of these two methods as described above, and the human-robot interaction control of the robot has been successfully implemented under varying lighting conditions.
机译:本文的目的是开发与手势识别的实时人体机器人相互作用,其可以构造颜色和形状线索组合。本研究有两个主要问题需要解决。首先,由于变化的成像条件下的目标的表观颜色变化,我们提出了一种具有阈值自调谐机构的彩色多线程方法,以克服适用于室内和室外环境的目标颜色的变化。其次,通过边界提取算法和傅立叶描述符确定手势的特征,而不具有由手势的旋转或大小的影响。随后,通过使用支持向量机来分类非线性不可分离类型数据的概述特征。在本文中,通过如上所述的这两种方法加强了机器人视觉系统的手势识别的准确性,并且在不同的照明条件下成功地实现了机器人的人机交互控制。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号