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A multimodal multimedia retrieval model based on pLSA

  • Northeastern University China

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

摘要

In this paper, we propose a multimodal multimedia retrieval model based on probabilistic Latent Semantic analysis (pLSA) to achieve multimodal retrieval. Firstly, We employ pLSA, to respectively simulate the generative processes of texts and images in the same documents. Then we employ the multivariate linear regression method to analyze the correlation between representations of texts and images and use the ordinary least squares (OLS) method to obtain the estimation of the regression matrix that can be used to transform between textual and visual modal data. Extensive experiments results demonstrate the effectiveness and efficiency of the proposed model.

源语言英语
主期刊名Proceedings - 11th Web Information System and Application Conference, WISA 2014
出版商Institute of Electrical and Electronics Engineers Inc.
页33-36
页数4
ISBN(电子版)9781479957262
DOI
出版状态已出版 - 10 3月 2014
已对外发布是
活动11th Web Information System and Application Conference, WISA 2014 - Tianjin, 中国
期限: 12 9月 2014 → 14 9月 2014

丛书

姓名Proceedings - 11th Web Information System and Application Conference, WISA 2014

会议

会议11th Web Information System and Application Conference, WISA 2014
国家/地区中国
市Tianjin
时期12/09/14 → 14/09/14

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