These methods rely on necessarily limited collections of captioned images as sources of multimodal evidence, whereas we automatically enrich a very large corpus with images to induce general-purpose multimodal word representations, that could be used as input embeddings in systems specifically tuned to caption processing.
our work is complementary to this line of research.