What data do we need for computer vision and how much of it is required?

We need images from the environment where the model will run, ideally in the same lighting and at the same angle as in operation. For simpler detection, hundreds of labelled images per category are enough; for fine defects more are usually needed. More important than quantity is that the data also contains rare cases and real defects, not just perfect items.