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PassVizor:助力更好地理解足球传球动态

PassVizor: Toward Better Understanding of the Dynamics of Soccer Passes.

作者信息

Xie Xiao, Wang Jiachen, Liang Hongye, Deng Dazhen, Cheng Shoubin, Zhang Hui, Chen Wei, Wu Yingcai

出版信息

IEEE Trans Vis Comput Graph. 2021 Feb;27(2):1322-1331. doi: 10.1109/TVCG.2020.3030359. Epub 2021 Jan 28.

Abstract

In soccer, passing is the most frequent interaction between players and plays a significant role in creating scoring chances. Experts are interested in analyzing players' passing behavior to learn passing tactics, i.e., how players build up an attack with passing. Various approaches have been proposed to facilitate the analysis of passing tactics. However, the dynamic changes of a team's employed tactics over a match have not been comprehensively investigated. To address the problem, we closely collaborate with domain experts and characterize requirements to analyze the dynamic changes of a team's passing tactics. To characterize the passing tactic employed for each attack, we propose a topic-based approach that provides a high-level abstraction of complex passing behaviors. Based on the model, we propose a glyph-based design to reveal the multi-variate information of passing tactics within different phases of attacks, including player identity, spatial context, and formation. We further design and develop PassVizor, a visual analytics system, to support the comprehensive analysis of passing dynamics. With the system, users can detect the changing patterns of passing tactics and examine the detailed passing process for evaluating passing tactics. We invite experts to conduct analysis with PassVizor and demonstrate the usability of the system through an expert interview.

摘要

在足球运动中,传球是球员之间最频繁的互动方式,并且在创造得分机会方面发挥着重要作用。专家们热衷于分析球员的传球行为,以了解传球战术,即球员如何通过传球组织进攻。人们已经提出了各种方法来促进对传球战术的分析。然而,一支球队在比赛中所采用战术的动态变化尚未得到全面研究。为了解决这个问题,我们与领域专家密切合作,明确分析球队传球战术动态变化的需求。为了描述每次进攻所采用的传球战术,我们提出了一种基于主题的方法,该方法对复杂的传球行为进行了高层次的抽象。基于该模型,我们提出了一种基于符号的设计,以揭示进攻不同阶段传球战术的多变量信息,包括球员身份、空间背景和阵型。我们进一步设计并开发了PassVizor,这是一个可视化分析系统,以支持对传球动态进行全面分析。通过该系统,用户可以检测传球战术的变化模式,并检查详细的传球过程以评估传球战术。我们邀请专家使用PassVizor进行分析,并通过专家访谈展示该系统的可用性。

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