We evaluate in this setting by treating the sentences in the ground truth description as multiple reference captions.
we used crowd-sourcing to collect text descriptions of differences between pairs of image frames from video-surveillance footage (Oh et al., 2011), asking annotators to succinctly describe all salient differences.