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Improving multitarget tracking using orientation estimates for sorting bulk materials

机译:使用方向估计来改进散装物料的多目标跟踪

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摘要

Optical belt sorters can be used to sort a large variety of bulk materials. By the use of sophisticated algorithms, the performance of the complex machinery can be further improved. Recently, we have proposed an extension to industrial optical belt sorters that involves tracking the individual particles on the belt using an area scan camera. If the estimated behavior of the particles matches the true behavior, the reliability of the separation process can be improved. The approach relies on multitarget tracking using hard association decisions between the tracks and the measurements. In this paper, we propose to include the orientation in the assessment of the compatibility of a track and a measurement. This allows us to achieve more reliable associations, facilitating a higher accuracy of the tracking results.
机译:光学带分拣机可用于分拣各种散装物料。通过使用复杂的算法,可以进一步提高复杂机械的性能。最近,我们提出了对工业光学皮带分选机的扩展,其中涉及使用区域扫描相机跟踪皮带上的单个颗粒。如果估计的颗粒行为与真实行为相符,则可以提高分离过程的可靠性。该方法依赖于使用多目标跟踪,并使用跟踪和测量之间的硬关联决策。在本文中,我们建议将方向包括在轨道和测量的兼容性评估中。这使我们能够实现更可靠的关联,从而促进跟踪结果的更高准确性。

著录项

  • 来源
  • 会议地点 Daegu(KR)
  • 作者单位

    The Intelligent Sensor-Actuator-Systems Laboratory (ISAS), Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology (KIT), Germany;

    The Intelligent Sensor-Actuator-Systems Laboratory (ISAS), Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology (KIT), Germany;

    Department of Energy Plant Technology (LEAT), Ruhr-Universität Bochum (RUB), Germany;

    The Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (IOSB), Germany;

    The Intelligent Sensor-Actuator-Systems Laboratory (ISAS), Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology (KIT), Germany;

    The Mechanical Process Engineering and Solids Processing Laboratory (MVTA), Technical University Berlin, Germany;

    The Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (IOSB), Germany;

    The Intelligent Sensor-Actuator-Systems Laboratory (ISAS), Institute for Anthropomatics and Robotics, Karlsruhe Institute of Technology (KIT), Germany;

    Department of Energy Plant Technology (LEAT), Ruhr-Universität Bochum (RUB), Germany;

    Department of Energy Plant Technology (LEAT), Ruhr-Universität Bochum (RUB), Germany;

    The Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (IOSB), Germany;

    The Fraunhofer Institute of Optronics, System Technologies and Image Exploitation (IOSB), Germany;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Belts; Target tracking; Sorting; Cameras; Optical imaging; Atmospheric measurements;

    机译:皮带;目标跟踪;排序;相机;光学成像;大气测量;;

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