One-Shot Learning with a Hierarchical Nonparametric Bayesian Model.

Ruslan Salakhutdinov, Joshua B. Tenenbaum, Antonio Torralba

Abstract: We develop a hierarchical Bayesian model that learns categories from single training examples. The model transfers acquired knowledge from previously learned categories to a novel category, in the ...