Multimodal Robot Programming Interface Based On RGB-D Perception and Neural Scene Understanding Modules

Bartłomiej Kulecki
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Abstract

In this paper, we propose a system for natural and intuitive interaction with the robot. Its purpose is to allow a person with no specialized knowledge and no training in robot programming to program a robotic arm.We utilize data from the RGB-D camera to segment the scene and detect objects. We also estimate the configuration of the operator's hand and the position of the visual marker to determine the intentions of the operator and the actions of the robot. To this end, we utilize trained neural networks and operations on the input point clouds. Also, voice commands are used to define or trigger the execution of the motion. Finally, we performed a set of experiments to show the properties of the proposed system.
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基于 RGB-D 感知和神经场景理解模块的多模态机器人编程界面
在本文中,我们提出了一种与机器人进行自然、直观交互的系统。我们利用 RGB-D 摄像机的数据来分割场景和检测物体。我们还估算操作员手部的配置和视觉标记的位置,以确定操作员的意图和机器人的动作。为此,我们利用训练有素的神经网络对输入点云进行运算。此外,我们还利用语音指令来定义或触发动作的执行。最后,我们进行了一系列实验,以展示所提议系统的特性。
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来源期刊
Journal of Automation, Mobile Robotics and Intelligent Systems
Journal of Automation, Mobile Robotics and Intelligent Systems Engineering-Control and Systems Engineering
CiteScore
1.10
自引率
0.00%
发文量
25
期刊介绍: Fundamentals of automation and robotics Applied automatics Mobile robots control Distributed systems Navigation Mechatronics systems in robotics Sensors and actuators Data transmission Biomechatronics Mobile computing
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