We compute a combined representation by copying the question representation to every spatial location in the CNN, and concatenating it with (or simply adding it to) the visual features, like previous Otherwise, we follow the canonical Visual QA pipeline<cite> [7,</cite> 9, 22, 23, 24, 25] .