Tech Genesys integrates machine vision technologies according to inspection complexity, production speed, accuracy requirement, environmental conditions, and automation needs.
For software specifically, this is where a captured image actually becomes a pass/fail decision, a measurement, or a decoded value. It’s also where the biggest either/or decision sits: rule-based tools are fast, deterministic, and easy to validate when the defect or feature is well-defined; deep learning earns its cost when the defect is too variable or subtle to describe with a fixed rule.