Next, we analyze the difference between using automatically generated captions and using those provided by human annotators.
we train our model with generated question-agnostic captions using the Up-Down (Anderson et al., 2018) captioner, question-relevant captions from our caption generation module, and human annotated captions from the COCO dataset.