Bahdanau Attention (Bahdanau et al., 2014) is widely used to calculate the attention weights according to the features of individual modalities, since Bahdanau Attention is originally proposed for machine translation which can be considered as a unimodal task.
video captioning is a multimodal task and different modalities are able to provide complementary cues to each other when calculating the attention weights.