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Robot-vision architecture for real-time 6-DOF object localization

机译:实时视觉六自由度对象定位的机器人视觉架构

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摘要

This paper presents a new robot-vision system architecture for real-time moving object localization. The 6-DOF (3 translation and 3 rotation) motion of the objects is detected and tracked accurately in clutter using a model-based approach without information of the objects' initial positions. An object identification task and an object tracking task are combined under this architecture. The computational time-lag between the two tasks is absorbed by a large amount of frame memory. The tasks are implemented as independent software modules using stereo-vision-based methods which can deal with objects of various shapes with edges, including planar to smooth-curved objects, in cluttered environments. This architecture also leads to failure-recoverable object tracking, because the tracking processes can be automatically recovered, even if the moving objects are lost while tracking. Experimental results obtained with prototype systems demonstrate the effectiveness of the proposed architecture.
机译:本文提出了一种用于实时移动物体定位的新型机器人视觉系统架构。使用基于模型的方法在没有对象初始位置信息的情况下,以杂波形式准确地检测并跟踪了对象的6自由度(3个平移和3个旋转)运动。在这种架构下,将对象识别任务和对象跟踪任务组合在一起。两个任务之间的计算时滞被大量帧存储器吸收。使用基于立体视觉的方法将这些任务实现为独立的软件模块,该方法可以在杂乱的环境中处理带有边缘的各种形状的对象,包括平面到平滑弯曲的对象。由于即使在跟踪过程中丢失了移动的对象,跟踪过程也可以自动恢复,因此该体系结构还可以实现故障可恢复的对象跟踪。用原型系统获得的实验结果证明了所提出体系结构的有效性。

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