Common Reasons Computer Vision Proofs of Concept Fail in Production
A computer vision Proof of Concept, or PoC, can look very impressive in a controlled demo. A model detects a person, product, defect, vehicle or safety event, and the accuracy appears strong. The same solution may become unreliable after it is installed in a factory, warehouse, store, office or outdoor site. The most important lesson is simple: a working AI model is not the same as a working AI system. The consequence is not merely reduced model accuracy: it can lead to production downtime,...
