Producing a reliable vision system is no accident. It begins with creating a strong specification that carries through to component selection, system development and, finally, deployment.
Vision systems used to guide robots pose different challenges for manufacturers than vision systems used for part inspection. The biggest challenge is guiding robots in 2-1/2D applications, where guidance is used so the camera maintains a proper perspective of a part that is level but included in a stack.
For some people, learning how to ride a bike or swim comes naturally. For others, it's one of the hardest things they ever do. Implementing machine vision technology can often be a similarly easy or difficult scenario.