This paper presents performance improvements of various distance metric learning methods for a fingerprinting system, which identifies a querycontent by finding the fingerprint in the database (DB) that measures the shortest distance to the query fingerprint. By applying the distance metric learning methods, we present that performance can be improved using the methods