Why YOLO Models Fail in Production
The Hidden Problems That Benchmark Scores Don’t Reveal A team trains a YOLO model. Validation mAP: 92% Stakeholders are excited. The model gets deployed. Two weeks later, users complain that detections are being missed, false alarms are increasing, and the system cannot be trusted. The immediate reaction is usually: “The model needs more training.” In […]