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

机译:人形机器人眼手协调的模块化软件框架

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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, 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.
机译:我们描述了我们的软件系统,该软件系统可在复杂的高自由度人形机器人上实现视觉和控制模块之间的紧密集成。 iCub人形机器人执行视觉对象检测,触及和抓握动作就证明了这一点。该系统的一项关键功能是在执行到达和抓取任务时反应性地避免从视频流中检测到障碍物。我们架构的子系统可以独立地进行改进和更新,例如,我们证明了通过使用机器学习技术,我们可以通过在机器人与环境互动时收集图像来改善视觉感知。我们描述了导致分层模块化系统体系结构的任务和软件设计约束。

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