We considered the following three models for our experiments, 1) the baseline Vanilla VQA model [1] which uses the VGG16 CNN architecture [3] and LSTMs [7] , 2) the Stacked Attention Networks [12] architecture, and 3) the 2017 VQA challenge winner Teney et al. model <cite>[14]</cite> .