Method and system for identifying, tracking, and collecting data on a person of interest

A system comprising:

• management device comprising:
• a memory;
• and
• at least one processor coupled to the memory and configured to:
• detect a facial representation within an image;
• generate a bounding box corresponding to the facial representation;
• determine an enhanced facial representation based at least in part on applying an image enhancement pipeline to contents of the bounding box;
• extract a plurality of facial features from the enhanced facial representation;
• determine quality information based on the plurality of facial features;
• determine that the quality information is greater than a threshold;
• and
• store the plurality of facial features in a data structure.

A non-transitory computer-readable device having instructions thereon that, when executed by at least one computing device, causes the at least one computing device to perform operations comprising:

• detecting a facial representation within an image;
• generating a bounding box corresponding to the facial representation;
• determining an enhanced facial representation based at least in part on applying an image enhancement pipeline to contents of the bounding box;
• extracting a plurality of facial features from the enhanced facial representation;
• determining quality information based on the plurality of facial features;
• determining that quality information is greater than a threshold;
• and
• storing the plurality of facial features in a data structure.