Cognex Deep Learning software can perform automated defect screening for a larger portion of the wafer. The defect detection tool can completely ignore the underlying wafer layer, even finding small defects anywhere in the wafer layer, and then remove any outliers. It can also be used in a two-tier inspection system to identify ambiguous cases and send them to an offline manual inspection station for further review.