If you want to assess how good or bad a pattern recognition system is, you need to pay attention to what it can do:
Identify a familiar pattern quickly and accurately.
Classify unfamiliar objects.
Recognize shapes and objects from different angles.
Uncover patterns and objects, even when partly hidden.
Automatically recognize patterns.