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We propose a unified framework for image retrieval capable of handling complex and descriptive queries of multiple modalities in a scalable manner. A novel aspect of our approach is that it supports query specification in terms of objects, attributes and spatial relationships, thereby allowing for substantially more complex and descriptive queries. We allow these complex queries to be specified in three different modalities -images, sketches and structured textual descriptions. Furthermore, wedoi:10.1145/2578726.2578767 dblp:conf/mir/SiddiquieWSD14 fatcat:lp5fkzp2cjajriaxgym4tflg2q