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We propose a framework for hierarchical feature distribution scheme for object recognition in a network of visual sensors. The key of our approach is the principle that individual nodes in the network hold only a small amount of information about objects seen by the network, however, this small amount is sufficient to efficiently route queries through the network. Preliminary results suggest that...