Image classification by search with explicitly and implicitly semantic representations
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- 作者：Chunjie Zhanga ; b ; zhangcj@ucas.ac.cn" class="auth_mail" title="E-mail the corresponding author ; zhangchunjie1983@gmail.com" class="auth_mail" title="E-mail the corresponding author ; Guibo Zhu ; c ; guibo.zhu@ia.ac.cn" class="auth_mail" title="E-mail the corresponding author ; Qingming Huanga ; b ; d ; qmhuang@ucas.ac.cn" class="auth_mail" title="E-mail the corresponding author ; Qi Tiane ; qitian@cs.utsa.edu" class="auth_mail" title="E-mail the corresponding author
- 关键词：Explicit representation ; Implicit representation ; Semantic modeling ; Image classification
- 刊名：Information Sciences
- 出版年：2017
- 出版时间：10 January 2017
- 年：2017
- 卷：376
- 期：Complete
- 页码：125-135
- 全文大小：1325 K
文摘
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We model the explicitly and implicitly semantic representations for image classification.
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Explicitly semantic representations are obtained using learned models with supervision.
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Implicitly semantic representations are obtained with information from the Internet.
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The explicitly and implicitly semantic based method achieves good performances.