Before revision: Text-to-image retrieval is an essential task in multi-modal information retrieval, i.e.  retrieving relevant images from a large and unlabelled image dataset given textual queries.
After revision: Text-to-image retrieval is an essential task in multi-modal information retrieval, i.e. , retrieving relevant images from a large and unlabelled image dataset given textual queries.