首页> 外文期刊>Industrial Electronics, IEEE Transactions on >Robust Elevator Button Recognition in the Presence of Partial Occlusion and Clutter by Specular Reflections
【24h】

Robust Elevator Button Recognition in the Presence of Partial Occlusion and Clutter by Specular Reflections

机译:基于镜面反射的部分遮挡和杂波存在下的可靠电梯按钮识别

获取原文
获取原文并翻译 | 示例
           

摘要

This paper deals with vision-based elevator button recognition for a robot arm manipulating elevator buttons. The major difficulties in elevator button recognition are the presence of partial occlusion of the target objects and image clutter caused by specular reflection from mirrorlike walls inside the elevator. As a remedy for the elevator button recognition problem in highly complicated settings, we propose a robust button recognition algorithm, which is modularized into feature extraction, initial recognition, and postrefinement modules. In consideration of the diverse button shapes in the form of convex quadrilaterals with rounded button corners, a set of features is specially designed to describe each button contour subject to perspective distortion. A homography-based image transform is also employed for the template matching to achieve a more reliable matching performance. Like a grammar in linguistics, geometric button alignment, plays a key role in the elimination of false positives and the estimation of the missing buttons. The proposed algorithm is extensively tested in a robotic platform to verify effectiveness, robustness, and real-time performance.
机译:本文涉及基于视觉的电梯按钮识别,用于操纵电梯按钮的机器人手臂。电梯按钮识别的主要困难是目标物体的部分遮挡和由电梯内部镜面壁的镜面反射引起的图像混乱。作为对高度复杂设置中的电梯按钮识别问题的一种补救措施,我们提出了一种健壮的按钮识别算法,该算法被模块化为特征提取,初始识别和后期优化模块。考虑到具有圆角按钮角的凸四边形形式的各种按钮形状,专门设计了一组功能来描述每个按钮轮廓受到透视变形的情况。基于单应性的图像变换也用于模板匹配,以实现更可靠的匹配性能。就像语言学中的语法一样,几何按钮对齐在消除误报和估计缺少的按钮方面起着关键作用。所提出的算法在机器人平台上进行了广泛的测试,以验证有效性,鲁棒性和实时性能。

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