Medical scan viewing system with enhanced training and methods for use therewith

A global multi-label generating system, comprising:

• at least one processor;
• and
• a memory that stores operational instructions that, when executed by the at least one processor, cause the multi-label generating system to:
• store a first plurality of medical scans with corresponding global labels and a second plurality of medical scans with corresponding region labels, wherein the global labels each correspond to one of a set of abnormality classes and wherein each of the region labels correspond to one of the set of abnormality classes, and wherein the region labels correspond to a set of one or more grid squares corresponding to regions of interest in each of the second plurality of medical scans;
• generate a computer vision model by training on the first plurality of medical scans with the corresponding global labels and the second plurality of medical scans with the corresponding region labels;
• receive, via a receiver, a new medical scan;
• generate global probability data based on the computer vision model, wherein the global probability data indicates a set of global probability values corresponding to the set of abnormality classes, and wherein each of the set of global probability values indicates a probability that a corresponding one of the set of abnormality classes is present in the new medical scan;
• and
• transmit, via a transmitter, the global probability data to a client device for display via a display device.