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What computer vision really does in football in 2026: tracking every player, supporting tactics, semi-automated offside and VAR, and measuring how players move.

Inside FitWise’s validation programme: comparing single-camera 3D reconstructions with Xsens motion capture in Nicosia, and why a discrepancy isn’t always an error.

What computer vision really does in football in 2026: tracking every player, supporting tactics, semi-automated offside and VAR, and measuring how players move.

From Prozone's cameras in the 1990s to Hawk-Eye, DeepMind's TacticAI and F1 broadcasts: how computer vision now shapes training, refereeing and spectacle.

AI analytics are reshaping how tennis players train — ball trajectory and impact, 3D pose models from calibrated cameras, court geometry, and what comes next.

What pose tracking is, how skeleton, contour and 3D body models differ, and what changes when you measure sprints in pro football instead of counting reps.