Vision Pipelines
- Pipeline: AprilTag detector
- Exposure: lock low; use LED ring if needed
- Decimation/threads: tune for 60+ fps if possible
- Use multi‑tag strategies in estimator for tighter solves.
Game Pieces (OV9782 Color)
- Pipeline: HSV/threshold color filtering → contours
- Normalize lighting in the pit; lock exposure/white balance
- Publish best target yaw/pitch/area; optionally project to field using our helper
Logging
- Log: detection rate, latency, number of tags, best target yaw/pitch.
- Use
/docs/programming/telemetry/annotations conventions for names like Vision/<cam>/....