تحويل البيانات المرئية إلى قرارات موثوقة

Inspection teams may need to review large volumes of visual evidence across changing environments. Lighting, camera placement, image quality and uncommon edge cases can all affect model reliability.

Establish a representative evaluation dataset, agree the cost of false positives and false negatives, then compare inference options against real latency, privacy and deployment constraints. Keep uncertain predictions reviewable by people.