Deep features for person re-identification on metric learning

•We reviewed several person Re ID approaches. In doing so, we proposed taxonomies for these two components.•For our taxonomies, combining advanced approaches to data enhancement, we conduct comprehensive experiments on metric learning methods.•Our results show quantitatively that, the powerful expression of deep features reduces the influence of metric learning on overall performance.