Distance Learning For Similarity Estimation

Distance Learning For Similarity Estimation

In this paper, we demonstrate a common guidance to discover a better distance measure for similarity estimation based on statistical research of distribution examples and distance functions. A new set of distance measures are gained from the harmonic distance, the geometric distance, and their disseminated variants allowing to the Maximum Likelihood law of nature.

These measures can provide a more accurate feature model than the classical Euclidean and Manhattan distances. The new distance standards for similarity estimation are examined on 2 applications: stereo matching and motion tracking in video sequences.
The achievement of encouraged distance measure is farther assessed on various benchmark data sets from the UCI repository and 2 image retrieval applications. In all the experiments, robust results are found based on the suggested techniques.

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