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Conference Papers Year : 2015

Graph Based Method Approach to the ImageCLEF2015 Task1 - Image Annotation

Ludovic Dos Santos
Benjamin Piwowarski

Abstract

We address the tasks of image classification and tagging through a transductive approach that automatically learns to project the different images onto a common latent space. This learned representation is then used to classify the images. We construst a graph between images and concepts using the deep representations given by ImageCLEF and WordNet database, and we exploit the idea that two connected nodes will tend to have a similar latent representation. This assumption allows us to learn correlations between the labels of connected images.
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Dates and versions

hal-01358685 , version 1 (01-09-2016)

Identifiers

  • HAL Id : hal-01358685 , version 1

Cite

Ludovic Dos Santos, Benjamin Piwowarski, Patrick Gallinari. Graph Based Method Approach to the ImageCLEF2015 Task1 - Image Annotation. CLEF 2015 - Conference and Labs of the Evaluation forum, Sep 2015, Toulouse, France. ⟨hal-01358685⟩
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