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Title: The role of context in object recognition. Author: Oliva A, Torralba A. Journal: Trends Cogn Sci; 2007 Dec; 11(12):520-7. PubMed ID: 18024143. Abstract: In the real world, objects never occur in isolation; they co-vary with other objects and particular environments, providing a rich source of contextual associations to be exploited by the visual system. A natural way of representing the context of an object is in terms of its relationship to other objects. Alternately, recent work has shown that a statistical summary of the scene provides a complementary and effective source of information for contextual inference, which enables humans to quickly guide their attention and eyes to regions of interest in natural scenes. A better understanding of how humans build such scene representations, and of the mechanisms of contextual analysis, will lead to a new generation of computer vision systems.[Abstract] [Full Text] [Related] [New Search]