Parcel singulation yield correcting system and method

A parcel processing system, comprising:

• a conveyor segment configured to transport a stream of singulated items received from a parcel singulator;
• an imaging device configured to discretely capture an image of each singulated item of the stream of singulated items transported on the conveyor segment;
• an automatic recognition system configured to process the captured images and utilize a binary classification model to generate a classifier output designating each image as a positive, representing a singulation error, or as a negative, representing a correct singulation;
• and
• an operator station configured to selectively receive a sequence of images from the automatic recognition system to enable an operator to validate the classifier output for the received images, for identifying false positives and/or false negatives therefrom;
• the parcel processing system being configured to process items associated with images that are identified as false positives at the operator station as correctly singulated items and/or to process items associated with images that are identified as false negatives at the operator station as incorrectly singulated items.