Detection and tracking
Connected frame capture to a football detection model and persistent object tracking. Added team-colour classification, ball stabilisation and smoother overlay movement.
AI Vision / Sports analytics
Sports Signal
Research prototype
Another layer of the match.
A desktop computer-vision prototype that adds player and ball tracking, team colours and analytical overlays to football footage.
Inside the projectSPORTS SIGNAL / AI VISIONARCHIVED PRODUCT
Vision,
on the pitch.
on the pitch.
TrackInterpretOverlay
Original product captures, arranged for this case.Explore the original screens below ↓
Project stage
Research prototype
Contribution
Computer-vision prototyping, analytical overlay design and desktop controls.
Disciplines
AI & automation · Websites & digital products
01 / The challenge
Another layer of the match.
A broadcast shows the action, but understanding player movement and match patterns needs another layer of information. The project explored how to add that layer to footage on a local computer.
02 / The work
Analysis on the picture
Developed optional layers for possession, movement trails, heatmaps, formation estimates, pass maps and a radar view. Clean and Full modes let the viewer choose the amount of information.
Controls and broadcast output
Exposed monitor selection, confidence thresholds and individual analytical layers in a desktop panel. A separate broadcast window was implemented to combine footage and overlays for capture.
Inside the product
A closer look.
Original development captures.
Open an image at full size.
03 / What the work produced
A foundation
to build on.
A local prototype implementation, a modular analysis pipeline and training records across five football-model iterations, covering players, goalkeepers, referees and the ball.
Project context
Archived development captures from SportsOverlay / Odds Vision AI. This research prototype produces analytical estimates that depend on the model, camera view and calibration.
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