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”Bring it to me” - Generation of Behavior-Relevant Scene Elements for Interactive Robot Scenarios

机译:“带给我”-交互式机器人场景中与行为相关的场景元素的生成

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Humanoid robots are intended to act and interact in dynamically changing environments in the presence of humans. Current robotic systems are usually able to move in dynamically changing environments because of an inbuilt depth and obstacle sensing. However, for acting in their environment the internal representation of such systems is usually constructed by hand and known in advance. In contrast, this paper presents a system that dynamically constructs its internal scene representation using a model-based vision approach. This enables our system to approach and grasp objects in an previously unknown scene. We combine standard stereo with model-based image fitting techniques for a real-time estimation of the position and orientation of objects. The model-based image processing allows for an easy transfer to the internal, dynamic scene representation. For movement generation we use a task-level whole-body control approach that is coupled with a movement optimization scheme. Furthermore, we present a novel method that constrains the robot to keep certain objects in the FOV while moving. We demonstrate the successful interplay between model-based vision, dynamic scene representation, and movement generation by means of some interactive reaching and grasping tasks.
机译:类人机器人旨在在人类在场的情况下在动态变化的环境中进行动作和交互。由于内置的​​深度和障碍物感应功能,当前的机器人系统通常能够在动态变化的环境中移动。然而,为了在它们的环境中起作用,这种系统的内部表示通常是手工构造的并且是事先已知的。相比之下,本文提出了一种使用基于模型的视觉方法动态构建其内部场景表示的系统。这使我们的系统能够接近并抓住以前未知场景中的物体。我们将标准立体声与基于模型的图像拟合技术相结合,以实时估计对象的位置和方向。基于模型的图像处理可轻松转换为内部动态场景表示。对于运动生成,我们使用任务级全身控制方法,并结合运动优化方案。此外,我们提出了一种新颖的方法,该方法可以约束机器人在移动时将某些对象保持在FOV中。我们通过一些交互式的到达和抓紧任务演示了基于模型的视觉,动态场景表示和运动生成之间的成功相互作用。

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