Image tag refinement by regularized latent Dirichlet allocation

•A novel regularized latent Dirichlet allocation approach to tag refinement is proposed.•The proposed approach can explore the multiple-wise tag relations and visual relations.•The tag relevance estimation using the proposed approach is interpreted in the form of the deep structure.