More recently, there has been a focus on solving this task using multilingual data (Gella et al., 2017; <cite>Kádár et al., 2018)</cite> in the Multi30K dataset ; an extension of the popular Flickr30K dataset into German, French, and Czech. These works take a multi-view learning perspective in which images and their descriptions in multiple languages are different views of the same concepts. The assumption is that common representations of multiple languages and perceptual stimuli can potentially exploit complementary information between views to learn better representations.