Afterwards, the fusion module models the joint relationship J attn ∈ R O×H×W between questions and images, mapping them to a common space of dimension O. In the simplest case, one can implement the fusion module using either concatenation or Hadamard product [1] , but more effective pooling schemes can be applied <cite>[6,</cite> 11, 25, 26] .