Recently, there are many papers (<cite>Antol et al. 2015</cite>; Shih, Singh, and Hoiem 2016; Chen et al. 2016; Kafle and Kanan 2016; Ma, Lu, and Li 2016; Ren, Kiros, and Zemel 2015; Zhu et al. 2016; Wu et al. 2016; Lu et al. 2016; Ben-younes et al. 2017; Fukui et al. 2016; Kim et al. 2017) have proposed methods to solve the challenging VQA task.