Label-Specific Training Set Construction from Web Resource for Image Annotation

Details Label-Specific Training Set Construction from Web Resource for Image Annotation Label-Specific Training Set Construction from Web Resource for Image Annotation

2011-07-14

arxiv.org/abs/1107.2859v1

Computer Science

Multimedia

4 pages, 5 figures

Scientific paper

Recently many research efforts have been devoted to image annotation by leveraging on the associated tags/keywords of web images as training labels. A key issue to resolve is the relatively low accuracy of the tags. In this paper, we propose a novel semi-automatic framework to construct a more accurate and effective training set from these web media resources for each label that we want to learn. Experiments conducted on a real-world dataset demonstrate that the constructed training set can result in higher accuracy for image annotation.

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