Deep Metric Learning for Visual Understanding: An Overview of Recent Advances

Abstract

In this article, we have summarized the recent trends of DML and shown their wide applications of various visual understanding tasks including face recognition, image classification, visual search, person reidentification, visual tracking, cross-modal matching, and image set classification. Empirical results have clearly demonstrated that DML can significantly improve the state of the art in these visual understanding tasks.