Football Data AI
Intent
Apply domain-specific logic to football-related features. This includes pitch geometry, industry-standard data formats (Opta, StatsBomb), and computer vision pipelines for sports.
Domain Knowledge
- Pitch Geometry: Standard pitch dimensions (105m x 68m). Transformation logic from 2D pixel coordinates to 3D pitch coordinates.
- Keypoints: Standard football field keypoints (corners, penalty spots, center circle). Reference: FIFA/UEFA pitch regulations.
- Data Standards: Support for common event types (pass, shot, foul, tackle) and tracking data formats.
- Physiology/Physics: Basic understanding of ball physics and player movement patterns for better AI-assisted annotation.
Checklist
- Coordinate Accuracy: Are the pitch transformations mathematically sound?
- Labeling Consistency: Are keypoints named according to the project's technical documentation?
- Animation Smoothness: Do player/ball movements look realistic in the UI?
Output Format
Football Domain Review
- Geometric Sanity Check: [Pass/Fail]
- Domain Observation: [Observation about player/ball logic]
- Refinement Suggestion: [Specific tweak for sports context]
