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Objects in Context | IEEE Conference Publication | IEEE Xplore

Objects in Context


Abstract:

In the task of visual object categorization, semantic context can play the very important role of reducing ambiguity in objects' visual appearance. In this work we propos...Show More

Abstract:

In the task of visual object categorization, semantic context can play the very important role of reducing ambiguity in objects' visual appearance. In this work we propose to incorporate semantic object context as a post-processing step into any off-the-shelf object categorization model. Using a conditional random field (CRF) framework, our approach maximizes object label agreement according to contextual relevance. We compare two sources of context: one learned from training data and another queried from Google Sets. The overall performance of the proposed framework is evaluated on the PASCAL and MSRC datasets. Our findings conclude that incorporating context into object categorization greatly improves categorization accuracy.
Date of Conference: 14-21 October 2007
Date Added to IEEE Xplore: 26 December 2007
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Conference Location: Rio de Janeiro, Brazil

References

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