Tracking Jockeys in a Cluttered Environment with Group Dynamics

Mohammad Hedayati, M. Cree, Jonathan B. Scott
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引用次数: 2

Abstract

This project aims to detect and track jockeys at the turning point of the horse races. The detection and tracking of the objects is a very challenging task in a crowded environment such as horse racing due to occlusion. However, in the horse race, the jockeys follow each other's paths and move as a slowly changing group. This group dynamic gives an important cue to approximate the location of obscured jockeys. This paper proposes a novel approach to handle occlusion by the integration of the group dynamic into jockeys tracking framework. The experimental result shows the effect of group dynamics on the tracking performance against partial and full occlusions.
跟踪骑师在一个混乱的环境与群体动力学
这个项目的目的是在赛马的转折点发现和跟踪骑师。在拥挤的环境中,如赛马,由于遮挡,物体的检测和跟踪是一项非常具有挑战性的任务。然而,在赛马比赛中,骑师们跟随彼此的路线,作为一个缓慢变化的群体移动。这种群体动态提供了一个重要的线索,以近似的位置被遮挡的骑师。本文提出了一种将群体动力学集成到骑师跟踪框架中处理遮挡的新方法。实验结果显示了群体动力学对部分和完全遮挡下跟踪性能的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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