利用方向估计改进散装物料分拣的多目标跟踪

F. Pfaff, G. Kurz, C. Pieper, G. Maier, B. Noack, H. Kruggel-Emden, R. Gruna, U. Hanebeck, S. Wirtz, V. Scherer, T. Längle, J. Beyerer
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引用次数: 5

摘要

光学带式分选机可用于分选种类繁多的散装物料。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,我们提出了一种扩展到工业光学带分选机,包括使用区域扫描相机跟踪带上的单个颗粒。如果粒子的估计行为与真实行为相匹配,则可以提高分离过程的可靠性。该方法依赖于使用轨迹和测量之间的硬关联决策的多目标跟踪。在本文中,我们建议在轨迹和测量的兼容性评估中包含方向。这使我们能够实现更可靠的关联,促进更高的跟踪结果的准确性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving multitarget tracking using orientation estimates for sorting bulk materials
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.
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