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Paper · arXiv

Training-Free Off-Screen Player Imputation for Broadcast-Based Spatial Football Analytics

Spatial football metrics such as pitch control assume access to the positions of all 22 players, yet the most widely available source of positional data -- the broadcast main camera -- shows only 10-16 of them at any moment. We quantify the resulting distortion with an open, reproducible benchmark: a simulated broadcast viewport applied to open full-pitch tracking data (Metrica Sports; three matches, one held out from method development). Ignoring off-screen players -- the visible-only baseline implied whenever a video-based game-state-reconstruction (GSR) pipeline adds no imputation layer -- inflates hidden-zone pitch-control error to 25.1-26.9 percentage points and a mean absolute contr...

AuthorsSeongjin Choi
Primary categorycs.CV
Published13 July 2026
Last updated at source13 July 2026
cs.CVcs.LG
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