01 · Research paper · Aug 2026
AI-Assisted Match Scouting for FIRST Robotics Competition
Sole author · 18 pages · Funded by the Milo Kessler '21 Memorial Fund
A research paper on using computer vision and hybrid tracking methods to detect game pieces, track robots, and support video-based scouting in the FIRST Robotics Competition.
Result
Ball tracking worked reasonably well. Robot tracking was much harder, so the final system is a hybrid: a human traces the robots and marks shots, and the system tracks fuel automatically and helps with shot detection and attribution.
- Python
- OpenCV
- SAM 3
- YOLO
- Gemini
- Qwen3-VL


