Multimodal Retrieval efficiency can be improved by textual query reformulation.
A graph based keyphrase extraction incorporating correlation of terms is proposed.
Textual query is expanded with relevant part of narratives and extracted keyphrases.
Text and image features are combined using a weightlearning model.
The proposed method improves both image and text retrieval efficiency significantly.