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This paper tackles two recent promising issues in the field of computer vision, namely “the integration of linguistic and visual information” and “the use of semantic features to represent the image content”. Semantic features represent images according to some visual concepts that are detected into the image by a set of base classifiers. Recent works exhibit competitive performances in image classification...
In a transfer-learning scheme, the intermediate layers of a pre-trained CNN are employed as universal image representation to tackle many visual classification problems. The current trend to generate such representation is to learn a CNN on a large set of images labeled among the most specific categories. Such processes ignore potential relations between categories, as well as the categorical-levels...
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