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Scripted introduction. The project study is Adjie AI’s prepared answer; use Ask AI for your own questions.

Can one camera become an inspectable match-analysis pipeline?

Adjie AI

Padel Vision connects player and ball tracking to court homography and annotated video. It is an experiment in making the pipeline visible—from detections in the frame to positions on the court.

Labs / Computer vision experiment / 2026

Padel Vision

From pixels to court space.

A monocular match-analysis pipeline that tracks four players and the ball, projects play onto a court minimap, and renders annotated video.

Pipeline output on licensed drone footage · visitor-controlled playback
My contribution
Computer vision research
Built with
YOLOv11 · PyTorch · OpenCV · Pose Estimation · Homography
The problem

Start with the work.

Broadcast footage provides one moving camera view, while useful match analysis needs stable player, ball, and court coordinates.

What I built

Adjie built a video pipeline combining fine-tuned ball detection, player pose tracking, court homography, and match overlays.

01 / The pipeline

A moving camera. A stable reference.

  1. 01

    Detects and tracks the ball at high resolution.

  2. 02

    Tracks four players with pose estimation.

  3. 03

    Projects detections through court homography.

  4. 04

    Renders trajectories, identities, speed estimates, and match annotations.

02 / What the clip can show

Inspect the output.
Keep the uncertainty.

Player identities, ball tracking and the court inset are generated by the pipeline. Camera drift is registered against the first frame before projection. Hit markers require a ball turn within a player’s reach; some contacts remain unmarked.

Footage by UsaOne Ell, used under the Pexels License. This public demonstration uses licensed drone footage; development broadcast footage is not published.

Evidence / verification

The public record.

Input
Single broadcast camera
Output
Annotated video · court minimap
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