Automatic discovery of query-class-dependent models for multimodal search

  title={Automatic discovery of query-class-dependent models for multimodal search},
  author={Lyndon S. Kennedy and Apostol Natsev and Shih-Fu Chang},
  booktitle={ACM Multimedia},
We develop a framework for the automatic discovery of query classes for query-class-dependent search models in multimodal retrieval. The framework automatically discovers useful query classes by clustering queries in a training set according to the performance of various unimodal search methods, yielding classes of queries which have similar fusion strategies for the combination of unimodal components for multimodal search. We further combine these performance features with the semantic… CONTINUE READING
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