Multiple field of view (FOV) vision system

A bioptic barcode reader having a target object imaging region, the bioptic barcode reader comprising:

• at least one imager having a first field of view (FOV) and a second FOV, wherein the at least one imager is configured to capture (i) a first image of a target object placed in a target imaging region within the first FOV and (ii) a second image of the target object within the second FOV;
• one or more processors configured to receive the first image and the second image captured by the at least one imager;
• and
• a trained object recognition model stored in a memory communicatively coupled to the one or more processors,
• the memory storing instructions that, when executed by the one or more processors, cause the one or more processors to:
• analyze the first image and the second image to identify at least a portion of a barcode associated with the target object in either the first image or the second image,
• analyze the first image and the second image to identify one or more features associated with the target object in each of the first image and the second image,
• determine, with the trained object recognition model, a target object identification probability for the target object based on (i) a set of barcode data extracted from the at least the portion of the barcode and (ii) the one or more features, wherein the target object identification probability associates the target object with a predicted product,
• compare the target object identification probability to an identification probability threshold to determine whether the predicted product identifies the target object,
• determine, with the trained object recognition model, a first target object identification for the target object based on the first image and a second target object identification for the target object based on the second image, wherein each of the first target object identification and the second target object identification is based on at least one of (i) the set of barcode data extracted from the at least the portion of the barcode, (ii) the one or more features, and (iii) the target object identification probability;
• and
• responsive to determining that the first target object identification differs from the second target object identification, at least one of (i) generate a first alert for display to a user, (ii) generate a second alert for transmission to a remote monitoring system, and (iii) transmit a notification including the first target object identification and the second target object identification to a point-of-sale station.