Recently, a lot of indexing methods were developed for multidimensional spaces and for image feature vector spaces in particular. This paper introduces an implementation of a vantage point tree method. The goal is to define dependencies between method's parameters and index efficiency criteria in the context of the content-based image retrieval task.