Second, we perform qualitative and quantitative comparison of the maps generated by state-of-the-art attention-based VQA models (Yang et al., 2015;<cite> Lu et al., 2016</cite> ) and a task-independent saliency baseline (Judd et al., 2009 ) against our human attention maps through visualizations and rank-order correlation.