数据集与评测 · CVPR2026 ·2026.06.03

TacSIm:足球战术风格模仿数据集与基准

TacSIm: A Dataset and Benchmark for Football Tactical Style Imitation

Peng Wen、Yuting Wang、Qiurui Wang

与你有关的部分

该工作提供了从广播视频中提取全部22名球员位置与动作并投影到标准球场坐标系的流程,以及基于空间占用和运动向量相似度的风格模仿评估协议,可复用于多目标跟踪、轨迹预测和团队行为建模等视觉任务。

原文依据 TacSIm projects the beginning positions and actions of all 22 players from both sides onto a standard pitch coordinate system.
可迁移到 多目标跟踪轨迹预测行为识别体育视频分析

摘要译文

由模型翻译 · 术语统一 · 请对照原文核对关键结论

当前足球模仿研究主要致力于优化基于奖励的目标,如进球数或胜率代理指标,而较少关注准确复现真实世界的球队战术行为。我们提出TacSIm,一个用于足球战术风格模仿的大规模数据集与基准。TacSIm在单一广播视角下,模仿英超比赛广播画面中一支球队全部11名球员的动作。在进攻或防守广播画面下,TacSIm将双方全部22名球员的起始位置和动作投影到标准球场坐标系中。TacSIm提供了一个明确的风格模仿任务和评估协议。战术风格模仿通过定义时间内的空间占用相似度和运动向量相似度来衡量,支持对一支球队的空间和时序相似性进行评估。我们在统一的虚拟环境中运行多种基线方法以生成全队行为,从而能够对战术协调进行定量和视觉评估。通过使用从广播到仿真的统一数据和指标,TacSIm为衡量和建模足球中风格对齐的战术模仿任务建立了一个严格的基准。数据集和基准可在TacSIm获取。

英文原文摘要 1314 字符

Current football imitation research primarily aims to optimize reward-based objectives, such as goals scored or win rate proxies, paying less attention to accurately replicating real-world team tactical behaviors. We introduce TacSIm, a large-scale dataset and benchmark for Tactical Style Imitation in football. TacSIm imitates the acitons of all 11 players in one team in the given broadcast footage of Premier League matches under a single broadcast view. Under a offensive or defensive broadcast footage, TacSIm projects the beginning positions and actions of all 22 players from both sides onto a standard pitch coordinate system. TacSIm offers an explicit style imitation task and evaluation protocols. Tactics style imitation is measured by using spatial occupancy similarity and movement vector similarity in defined time, supporting the evaluation of spatial and temporal similarities for one team. We run multiple baseline methods in a unified virtual environment to generate full-team behaviors, enabling both quantitative and visual assessment of tactical coordination. By using unified data and metrics from broadcast to simulation, TacSIm establishes a rigorous benchmark for measuring and modeling style-aligned tactical imitation task in football. The dataset and benchmark are available at TacSIm.

标签

会议 CVPR2026
页码 20014-20023
Bibkey
来源 CVF Open Access