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Deriving semantic terms for images by mining the web
Zhiguo Gong; Qian Liu; Jingzhi Guo
2009-11-30
Conference NameACM International Conference Proceeding Series
Source PublicationProceedings of the International Conference on Electronic Commerce (ICEC2009)
Pages323-328
Conference DateAugust 12-15, 2009,
Conference PlaceTaipei, Taiwan.
Abstract

In this paper, we provide a novel image annotation model by mining the Web. In our approach, the concepts or words appearing in the associated text are extracted and filtered as the semantic annotations for the corresponding Web images. In order to alleviate the influence caused by the noise images, for each semantic concept, we improve Web image-word relationships using Mixture Gaussian Distribution Model. By doing so, the concepts or words relevant to any image are re-weighed by both considering their relevance to the image in term of text and in term of visual feature. In fact, all the words associated to an image are not semantically independent. We use co-occurrences between two words to describe their semantic relevance. Thus, we further use a method, called Word Promotion, to co-enhance the weights of all the words associated to a given image based on their co-occurrences. Our experiments are conducted in several ways and the results show that our annotation method can achieve a satisfactory performance. Copyright © 2009 ACM.

KeywordImage Annotation Mixture Gaussian Model Web Mining Word Promotion
DOIhttp://doi.org/10.1145/1593254.1593305
URLView the original
Language英语
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Document TypeConference paper
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
AffiliationFaculty of Science and Technology University of Macau Macao, P.R.China
First Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
Zhiguo Gong,Qian Liu,Jingzhi Guo. Deriving semantic terms for images by mining the web[C],2009:323-328.
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