TruPath Labs Research published findings on a real-time computer vision system for bounded-court projectile scoring, highlighting that data quality significantly impacts model performance more than dataset size, along with commercial licensing constraints and sensor-level encoding parameters being critical production considerations. The system, built on an RT-DETRv2-S transformer backbone and deployed on Apple Silicon, achieved 99.3% mAP50 on a custom 3-class domain.