Cognex Deep Learning can detect many subtle microscopic slanted needle tip defects using a small dataset of sample images to train the defect detection tool. When magnified significantly, any variation presented in the light path reveals the structure of the needlehead surface. A highly reflective appearance indicates smoothness, whereas dimmed opacity suggests possible defects. This same process also highlights the internal and external diameters of needles for size checks.