In the unsupervised scenario similarity is computed as the cosine of the produced $h_{L}$ and $h_{R}$ sentence/image representations. 
 Question: How they compute similarity between the representations?
similarity is computed as the cosine of the produced $h_{L}$ and $h_{R}$ sentence/image representations