A Modular Software Framework for Eye-Hand Coordination in Humanoid Robots

被引:5
作者
Leitner, Jurgen [1 ]
Harding, Simon [2 ]
Forster, Alexander [3 ]
Corke, Peter [1 ]
机构
[1] Queensland Univ Technol, Australian Ctr Robot Vis, Brisbane, Qld, Australia
[2] Machine Intelligence Ltd, South Zeal, England
[3] Univ Bremen, Inst Artificial Intelligence, Bremen, Germany
来源
FRONTIERS IN ROBOTICS AND AI | 2016年 / 3卷
基金
澳大利亚研究理事会;
关键词
humanoid robots; software framework; robotic vision; eye-hand coordination; reactive reaching; machine learning;
D O I
10.3389/frobt.2016.00026
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
We describe our software system enabling a tight integration between vision and control modules on complex, high-DOF humanoid robots. This is demonstrated with the iCub humanoid robot performing visual object detection and reaching and grasping actions. A key capability of this system is reactive avoidance of obstacle objects detected from the video stream while carrying out reach-and-grasp tasks. The subsystems of our architecture can independently be improved and updated, for example, we show that by using machine learning techniques we can improve visual perception by collecting images during the robot's interaction with the environment. We describe the task and software design constraints that led to the layered modular system architecture.
引用
收藏
页数:16
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