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• W2903434352 abstract "Context plays an important role in visual pattern recognition as it provides complementary clues for different learning tasks including image classification and annotation. In the particular scenario of kernel learning, the general recipe of context-based kernel design consists in learning positive semi-definite similarity functions that return high values not only when data share similar content but also similar context. However, in spite of having a positive impact on performance, the use of context in these kernel design methods has not been fully explored; indeed, context has been handcrafted instead of being learned. In this paper, we introduce a novel context-aware kernel design framework based on deep learning. Our method discriminatively learns spatial geometric context as the weights of a deep network (DN). The architecture of this network is fully determined by the solution of an objective function that mixes content, context and regularization, while the parameters of this network determine the most relevant (discriminant) parts of the learned context. We apply this context and kernel learning framework to image classification using the challenging ImageCLEF Photo Annotation benchmark; the latter shows that our deep context learning provides highly effective kernels for image classification as corroborated through extensive experiments." @default.
• W2903434352 created "2018-12-11" @default.
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• W2903434352 date "2018-08-01" @default.
• W2903434352 modified "2023-10-18" @default.
• W2903434352 title "Deep Context Networks for Image Annotation" @default.
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• W2903434352 doi "https://doi.org/10.1109/icpr.2018.8545396" @default.
• W2903434352 hasPublicationYear "2018" @default.
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