tokens: All of our images are from the testing images of MS COCO dataset , the MQ , main questions , are from the testing questions of VQA , open - ended , dataset , the BQ , basic questions , are from the training and validation questions of VQA , open - ended , dataset , and the corresponding similarity score of BQ is generated by our basic question generation method , referring to Section 5 .