From a theoretical viewpoint, it is not very surprising that our method outperforms the baselines since our method uses additional information (captions) to generate questions.
considering that we can now easily obtain image-caption pairs from the web, we believe that our method is a practically promising approach to improve an IQA model with less human effort.