After the submission of this paper, several new works were published with excellent results on VCR, in some cases exceeding the performance of our system.
we mention ViLBERT , VL-BERT (Su et al., 2019), Unicoder-VL (Li et al., 2019a), and VisualBERT (Li et al., 2019b).