We simply compare the descriptions generated by HOCA-U and L-HOCA-UBT, respectively.
we implement the multimodal correlation between the different modalities in a more efficient way with lowrank approximation which has been widely used in the community of vision and language (Lei et al., 2015;Liu et al., 2018;.