To avoid the intensive labor involved in dense annotations, (Huang et al., 2018) and (Zhou et al., 2018) considered the problem of weaklysupervised video grounding where only aligned video-sentence pairs are provided without any fine-grained regional annotations.
they both ground only a noun or pronoun in a static frame of the video.