Pattern Recognition
Tactical Fingerprinting
Automatically characterize playing styles, formations, and transitions without a single human annotation — compare opponents like a database query.
Where this shows upTeam IntelligenceLive preview
What it is
Teams have movement habits just as players do. Tactical fingerprinting aggregates the movement signatures of the players in view into a team-level pattern — how a block shifts, how a press curls, how a transition unfolds — and turns those habits into objects you can compare.
The honest boundary: the model is strongest at how bodies move, and is deliberately probed to find where its tactical understanding ends. Self-supervised representations reduce labeling needs — but tactical reading remains a human judgment, made faster and better-evidenced.
How it works
Windows from the players in view are embedded, pooled per phase of play, and compared as distributions. One match yields a set of fingerprints; two opponents yield a measurable difference; a season yields a trend. The probing methodology that separates body-level signal from tactical context is documented in the evaluation suite.
What you get
What you get is a style sheet per opponent: recurring patterns, each linked to its example windows. Fingerprinting compares the patterns you point it at; its sibling, Tactical Clustering, discovers the ones you did not know to look for.
| Parameter | Value | Notes |
|---|---|---|
| Unit | phase-of-play fingerprint | Pooled signatures across the players in view. |
| Comparison | distance between distributions | Opponent vs. opponent, week vs. week. |
| Output | style sheets per opponent | Recurring patterns with linked example windows. |
| Boundary | human-in-the-loop reading | Patterns are surfaced, not auto-explained. |
Status & roadmap
Prototype. Team-level aggregation is the product layer on top of validated building blocks: signatures, pooling, and distribution comparison exist in the workbench; opponent-facing style sheets are being packaged. Where movement ends and tactics begin is measured, not assumed.